[2025-12-12T20:15:02.789290] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-12T20:15:02.958213] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-12T20:15:03.122756] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-12T20:15:03.284173] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-12T20:15:03.284411] [WARN ] [STATE     ] State set to: WAITING
[2025-12-12T20:15:03.284467] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-12T20:15:03.354001] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-12T20:15:03.358845] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-12), and is a dependency of this service.
[2025-12-12T20:15:03.425854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-12T20:15:03.496123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-12T20:15:03.565986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-12T20:15:03.566446] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-12T20:15:03.566524] [INFO ] [CACHE     ] Starting cache update
[2025-12-12T20:15:03.566570] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-12T20:15:03.570725] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-12T20:15:03.570980] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-12T20:15:03.571025] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-12T20:15:03.571057] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-12T20:15:03.571089] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-12T20:15:03.638205] [DEBUG] [REMOTE    ] Fetched 3596 unique symbols from directory listing.
[2025-12-12T20:15:03.654545] [INFO ] [sig       ] Skipping 3596 symbols with existing configuration
[2025-12-12T20:15:03.654733] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-12T20:15:03.656457] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-12T20:15:03.656512] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-12T20:15:03.780502] [DEBUG] [REMOTE    ] Fetched 3596 unique symbols from directory listing.
[2025-12-12T20:15:03.784670] [INFO ] [sig       ] Found 3596 active symbols to forecast
[2025-12-12T20:15:03.787992] [INFO ] [sig       ] [1/3596] Forecasting A...
[2025-12-12T20:15:03.788065] [INFO ] [sig       ] Generating forecast for: A
[2025-12-12T20:15:03.788107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-12T20:15:03.801391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-12T20:15:03.801807] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-12T20:15:03.802824] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-12T20:15:03.802880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:03.802913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:03.802940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:03.803000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:03.864297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:03.865347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:03.865458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:03.865492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:03.992165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:03.992344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:03.992386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:03.992432] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:03.996132] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-12-12T20:15:03.996447] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-12T20:15:03.996612] [INFO ] [sig       ] A: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:04.146500] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/A.txt
[2025-12-12T20:15:04.146702] [INFO ] [sig       ] [1/3596] Completed A in 0.4s | 2.79 sym/s | Total: 0.4s | ETA: 21.5m
[2025-12-12T20:15:04.146747] [INFO ] [sig       ] [2/3596] Forecasting AAL...
[2025-12-12T20:15:04.146778] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-12T20:15:04.146810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-12T20:15:04.159114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-12T20:15:04.159444] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-12T20:15:04.160318] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-12T20:15:04.160382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:04.160422] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:04.160455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:04.160516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:04.222009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:04.223012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:04.223132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:04.223172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:04.346911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:04.347067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:04.347109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:04.347139] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:04.350844] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-12T20:15:04.351145] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-12T20:15:04.351301] [INFO ] [sig       ] AAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:04.504900] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AAL.txt
[2025-12-12T20:15:04.505111] [INFO ] [sig       ] [2/3596] Completed AAL in 0.4s | 2.79 sym/s | Total: 0.7s | ETA: 21.5m
[2025-12-12T20:15:04.505164] [INFO ] [sig       ] [3/3596] Forecasting AAOI...
[2025-12-12T20:15:04.505203] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-12T20:15:04.505245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-12T20:15:04.518175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-12T20:15:04.518513] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-12T20:15:04.519307] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-12T20:15:04.519359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:04.519390] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:04.519417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:04.519473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:04.577444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:04.578066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:04.578173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:04.578216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:04.700102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:04.700227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:04.700264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:04.700292] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:04.703607] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-12T20:15:04.703890] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-12T20:15:04.704017] [INFO ] [sig       ] AAOI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:04.845250] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AAOI.txt
[2025-12-12T20:15:04.845372] [INFO ] [sig       ] [3/3596] Completed AAOI in 0.3s | 2.84 sym/s | Total: 1.1s | ETA: 21.1m
[2025-12-12T20:15:04.845417] [INFO ] [sig       ] [4/3596] Forecasting AAON...
[2025-12-12T20:15:04.845452] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-12T20:15:04.845487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-12T20:15:04.857100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-12T20:15:04.857441] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-12T20:15:04.858482] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-12T20:15:04.858536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:04.858568] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:04.858630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:04.858690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:04.918026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:04.918685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:04.918763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:04.918794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:05.039601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:05.039704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:05.039739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:05.039765] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:05.042906] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-12-12T20:15:05.043178] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-12T20:15:05.043306] [INFO ] [sig       ] AAON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:05.190816] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AAON.txt
[2025-12-12T20:15:05.190946] [INFO ] [sig       ] [4/3596] Completed AAON in 0.3s | 2.85 sym/s | Total: 1.4s | ETA: 21.0m
[2025-12-12T20:15:05.190990] [INFO ] [sig       ] [5/3596] Forecasting AAP...
[2025-12-12T20:15:05.191019] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-12T20:15:05.191051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-12T20:15:05.203000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-12T20:15:05.203323] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-12T20:15:05.204122] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-12T20:15:05.204173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:05.204204] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:05.204230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:05.204297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:05.261436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:05.262079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:05.262155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:05.262186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:05.381382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:05.381487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:05.381522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:05.381551] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:05.384743] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-12T20:15:05.385019] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-12T20:15:05.385146] [INFO ] [sig       ] AAP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:05.524188] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AAP.txt
[2025-12-12T20:15:05.524303] [INFO ] [sig       ] [5/3596] Completed AAP in 0.3s | 2.88 sym/s | Total: 1.7s | ETA: 20.8m
[2025-12-12T20:15:05.524341] [INFO ] [sig       ] [6/3596] Forecasting AAPB...
[2025-12-12T20:15:05.524369] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-12T20:15:05.524399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-12T20:15:05.536076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-12T20:15:05.536442] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-12T20:15:05.537265] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-12T20:15:05.537317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:05.537349] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:05.537375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:05.537431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:05.594534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:05.595150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:05.595226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:05.595258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:05.710658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:05.710756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:05.710792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:05.710820] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:05.714069] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-12-12T20:15:05.714352] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-12T20:15:05.714484] [INFO ] [sig       ] AAPB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:05.867999] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AAPB.txt
[2025-12-12T20:15:05.868206] [INFO ] [sig       ] [6/3596] Completed AAPB in 0.3s | 2.88 sym/s | Total: 2.1s | ETA: 20.7m
[2025-12-12T20:15:05.868248] [INFO ] [sig       ] [7/3596] Forecasting AAPD...
[2025-12-12T20:15:05.868286] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-12T20:15:05.868319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-12T20:15:05.880861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-12T20:15:05.881273] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-12T20:15:05.882164] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-12T20:15:05.882231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:05.882264] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:05.882292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:05.882351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:05.944790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:05.945734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:05.945820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:05.945853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:06.075191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:06.075346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:06.075385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:06.075414] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:06.078864] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-12T20:15:06.079175] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-12T20:15:06.079314] [INFO ] [sig       ] AAPD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:06.219695] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AAPD.txt
[2025-12-12T20:15:06.219827] [INFO ] [sig       ] [7/3596] Completed AAPD in 0.4s | 2.88 sym/s | Total: 2.4s | ETA: 20.8m
[2025-12-12T20:15:06.219864] [INFO ] [sig       ] [8/3596] Forecasting AAPL...
[2025-12-12T20:15:06.219893] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-12T20:15:06.219924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-12T20:15:06.231144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-12T20:15:06.231510] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-12T20:15:06.232381] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-12T20:15:06.232438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:06.232470] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:06.232498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:06.232556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:06.292633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:06.293453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:06.293534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:06.293568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:06.418125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:06.418255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:06.418294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:06.418322] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:06.421721] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=53.52%)
[2025-12-12T20:15:06.422003] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-12T20:15:06.422132] [INFO ] [sig       ] AAPL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:06.560163] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AAPL.txt
[2025-12-12T20:15:06.560300] [INFO ] [sig       ] [8/3596] Completed AAPL in 0.3s | 2.89 sym/s | Total: 2.8s | ETA: 20.7m
[2025-12-12T20:15:06.560338] [INFO ] [sig       ] [9/3596] Forecasting AAXJ...
[2025-12-12T20:15:06.560367] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-12T20:15:06.560397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-12T20:15:06.571545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-12T20:15:06.571913] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-12T20:15:06.572769] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-12T20:15:06.572823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:06.572857] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:06.572885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:06.572943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:06.631527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:06.632212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:06.632289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:06.632320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:06.755711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:06.755865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:06.755905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:06.755933] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:06.759331] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-12T20:15:06.759672] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-12T20:15:06.759810] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:06.899291] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AAXJ.txt
[2025-12-12T20:15:06.899421] [INFO ] [sig       ] [9/3596] Completed AAXJ in 0.3s | 2.89 sym/s | Total: 3.1s | ETA: 20.7m
[2025-12-12T20:15:06.899457] [INFO ] [sig       ] [10/3596] Forecasting AB...
[2025-12-12T20:15:06.899486] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-12T20:15:06.899516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-12T20:15:06.910824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-12T20:15:06.911207] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-12T20:15:06.912037] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-12T20:15:06.912096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:06.912164] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:06.912202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:06.912279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:06.971286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:06.971952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:06.972027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:06.972059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:07.090331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:07.090446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:07.090483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:07.090510] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:07.093757] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-12T20:15:07.094059] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-12T20:15:07.094189] [INFO ] [sig       ] AB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:07.232703] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AB.txt
[2025-12-12T20:15:07.232831] [INFO ] [sig       ] [10/3596] Completed AB in 0.3s | 2.90 sym/s | Total: 3.4s | ETA: 20.6m
[2025-12-12T20:15:07.232869] [INFO ] [sig       ] [11/3596] Forecasting ABCB...
[2025-12-12T20:15:07.232897] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-12T20:15:07.232928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-12T20:15:07.244305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-12T20:15:07.244665] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-12T20:15:07.245473] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-12T20:15:07.245526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:07.245557] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:07.245612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:07.245677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:07.303295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:07.304135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:07.304216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:07.304248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:07.420919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:07.421059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:07.421097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:07.421124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:07.424473] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-12-12T20:15:07.424770] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-12T20:15:07.424900] [INFO ] [sig       ] ABCB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:07.566809] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABCB.txt
[2025-12-12T20:15:07.567006] [INFO ] [sig       ] [11/3596] Completed ABCB in 0.3s | 2.91 sym/s | Total: 3.8s | ETA: 20.5m
[2025-12-12T20:15:07.567067] [INFO ] [sig       ] [12/3596] Forecasting ABCL...
[2025-12-12T20:15:07.567108] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-12T20:15:07.567155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-12T20:15:07.579565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-12T20:15:07.579978] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-12T20:15:07.580844] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-12T20:15:07.580896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:07.580928] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:07.580955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:07.581012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:07.641697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:07.642679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:07.642765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:07.642802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:07.764126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:07.764267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:07.764306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:07.764334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:07.767722] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-12T20:15:07.768018] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-12T20:15:07.768148] [INFO ] [sig       ] ABCL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:07.907428] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABCL.txt
[2025-12-12T20:15:07.907605] [INFO ] [sig       ] [12/3596] Completed ABCL in 0.3s | 2.91 sym/s | Total: 4.1s | ETA: 20.5m
[2025-12-12T20:15:07.907646] [INFO ] [sig       ] [13/3596] Forecasting ABEO...
[2025-12-12T20:15:07.907674] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-12T20:15:07.907704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-12T20:15:07.919203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-12T20:15:07.919596] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-12T20:15:07.920381] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-12T20:15:07.920437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:07.920468] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:07.920494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:07.920549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:07.978050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:07.978924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:07.979006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:07.979038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:08.099279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:08.099428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:08.099466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:08.099523] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:08.103126] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-12T20:15:08.103412] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-12T20:15:08.103539] [INFO ] [sig       ] ABEO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:08.246163] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABEO.txt
[2025-12-12T20:15:08.246305] [INFO ] [sig       ] [13/3596] Completed ABEO in 0.3s | 2.92 sym/s | Total: 4.5s | ETA: 20.5m
[2025-12-12T20:15:08.246344] [INFO ] [sig       ] [14/3596] Forecasting ABG...
[2025-12-12T20:15:08.246372] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-12T20:15:08.246403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-12T20:15:08.258084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-12T20:15:08.258440] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-12T20:15:08.259249] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-12T20:15:08.259301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:08.259332] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:08.259357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:08.259412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:08.317961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:08.318673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:08.318753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:08.318784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:08.439196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:08.439365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:08.439405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:08.439432] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:08.442908] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-12T20:15:08.443190] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-12T20:15:08.443318] [INFO ] [sig       ] ABG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:08.586286] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABG.txt
[2025-12-12T20:15:08.586427] [INFO ] [sig       ] [14/3596] Completed ABG in 0.3s | 2.92 sym/s | Total: 4.8s | ETA: 20.5m
[2025-12-12T20:15:08.586466] [INFO ] [sig       ] [15/3596] Forecasting ABL...
[2025-12-12T20:15:08.586495] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-12T20:15:08.586526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-12T20:15:08.598545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-12T20:15:08.598909] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-12T20:15:08.599745] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-12T20:15:08.599797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:08.599829] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:08.599854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:08.599910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:08.656593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:08.657210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:08.657288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:08.657320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:08.777636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:08.777783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:08.777821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:08.777851] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:08.781209] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=49.82%)
[2025-12-12T20:15:08.781512] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-12T20:15:08.781667] [INFO ] [sig       ] ABL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:08.926376] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABL.txt
[2025-12-12T20:15:08.926507] [INFO ] [sig       ] [15/3596] Completed ABL in 0.3s | 2.92 sym/s | Total: 5.1s | ETA: 20.4m
[2025-12-12T20:15:08.926544] [INFO ] [sig       ] [16/3596] Forecasting ABM...
[2025-12-12T20:15:08.926589] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-12T20:15:08.926624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-12T20:15:08.938477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-12T20:15:08.938872] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-12T20:15:08.939902] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-12T20:15:08.939955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:08.939987] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:08.940013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:08.940069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:08.999915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:09.000787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:09.000870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:09.000902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:09.119814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:09.119973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:09.120013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:09.120041] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:09.123587] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-12T20:15:09.123876] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-12T20:15:09.124008] [INFO ] [sig       ] ABM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:09.261735] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABM.txt
[2025-12-12T20:15:09.261869] [INFO ] [sig       ] [16/3596] Completed ABM in 0.3s | 2.92 sym/s | Total: 5.5s | ETA: 20.4m
[2025-12-12T20:15:09.261908] [INFO ] [sig       ] [17/3596] Forecasting ABNB...
[2025-12-12T20:15:09.261936] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-12T20:15:09.261967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-12T20:15:09.274191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-12T20:15:09.274618] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-12T20:15:09.275439] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-12T20:15:09.275491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:09.275523] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:09.275548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:09.275626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:09.333344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:09.334206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:09.334292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:09.334325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:09.455737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:09.455896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:09.455935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:09.455963] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:09.459319] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-12T20:15:09.459673] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-12T20:15:09.459803] [INFO ] [sig       ] ABNB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:09.610891] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABNB.txt
[2025-12-12T20:15:09.611042] [INFO ] [sig       ] [17/3596] Completed ABNB in 0.3s | 2.92 sym/s | Total: 5.8s | ETA: 20.4m
[2025-12-12T20:15:09.611082] [INFO ] [sig       ] [18/3596] Forecasting ABOS...
[2025-12-12T20:15:09.611111] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-12T20:15:09.611141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-12T20:15:09.623488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-12T20:15:09.623925] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-12T20:15:09.624807] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-12T20:15:09.624861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:09.624905] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:09.624933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:09.624990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:09.688285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:09.689203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:09.689289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:09.689323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:09.815517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:09.815717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:09.815764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:09.815791] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:09.819306] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-12T20:15:09.819658] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-12T20:15:09.819798] [INFO ] [sig       ] ABOS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:09.979885] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABOS.txt
[2025-12-12T20:15:09.980050] [INFO ] [sig       ] [18/3596] Completed ABOS in 0.4s | 2.91 sym/s | Total: 6.2s | ETA: 20.5m
[2025-12-12T20:15:09.980090] [INFO ] [sig       ] [19/3596] Forecasting ABSI...
[2025-12-12T20:15:09.980122] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-12T20:15:09.980152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-12T20:15:09.992907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-12T20:15:09.993331] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-12T20:15:09.994352] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-12T20:15:09.994417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:09.994458] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:09.994494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:09.994592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:10.060915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:10.062020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:10.062117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:10.062152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:10.191116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:10.191274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:10.191316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:10.191346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:10.195543] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=90.74%)
[2025-12-12T20:15:10.195870] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-12T20:15:10.196010] [INFO ] [sig       ] ABSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:10.354586] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ABSI.txt
[2025-12-12T20:15:10.354754] [INFO ] [sig       ] [19/3596] Completed ABSI in 0.4s | 2.89 sym/s | Total: 6.6s | ETA: 20.6m
[2025-12-12T20:15:10.354796] [INFO ] [sig       ] [20/3596] Forecasting ABUS...
[2025-12-12T20:15:10.354828] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-12T20:15:10.354860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-12T20:15:10.366812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-12T20:15:10.367229] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-12T20:15:10.368094] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-12T20:15:10.368148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:10.368180] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:10.368209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:10.368266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:10.431994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:10.432909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:10.433024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:10.433058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:10.560404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:10.560557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:10.560625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:10.560654] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:10.564118] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-12T20:15:10.564408] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-12T20:15:10.564539] [INFO ] [sig       ] ABUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:10.707752] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABUS.txt
[2025-12-12T20:15:10.707899] [INFO ] [sig       ] [20/3596] Completed ABUS in 0.4s | 2.89 sym/s | Total: 6.9s | ETA: 20.6m
[2025-12-12T20:15:10.707939] [INFO ] [sig       ] [21/3596] Forecasting ABVC...
[2025-12-12T20:15:10.707968] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-12T20:15:10.708000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-12T20:15:10.719150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-12T20:15:10.719507] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-12T20:15:10.720375] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-12T20:15:10.720430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:10.720463] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:10.720490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:10.720553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:10.779420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:10.780332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:10.780421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:10.780455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:10.900169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:10.900329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:10.900377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:10.900418] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:10.904323] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-12-12T20:15:10.904815] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-12T20:15:10.904950] [INFO ] [sig       ] ABVC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:11.048548] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ABVC.txt
[2025-12-12T20:15:11.048701] [INFO ] [sig       ] [21/3596] Completed ABVC in 0.3s | 2.89 sym/s | Total: 7.3s | ETA: 20.6m
[2025-12-12T20:15:11.048745] [INFO ] [sig       ] [22/3596] Forecasting ABVE...
[2025-12-12T20:15:11.048775] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-12T20:15:11.048806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-12T20:15:11.060017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-12T20:15:11.060355] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-12T20:15:11.061155] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-12T20:15:11.061208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:11.061238] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:11.061264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:11.061319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:11.117564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:11.118202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:11.118279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:11.118310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:11.237149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:11.237287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:11.237326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:11.237355] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:11.240692] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-12-12T20:15:11.240972] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-12T20:15:11.241099] [INFO ] [sig       ] ABVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:11.377946] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ABVE.txt
[2025-12-12T20:15:11.378072] [INFO ] [sig       ] [22/3596] Completed ABVE in 0.3s | 2.90 sym/s | Total: 7.6s | ETA: 20.6m
[2025-12-12T20:15:11.378110] [INFO ] [sig       ] [23/3596] Forecasting ABVX...
[2025-12-12T20:15:11.378139] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-12T20:15:11.378168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-12T20:15:11.389093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-12T20:15:11.389432] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-12T20:15:11.390260] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-12T20:15:11.390312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:11.390343] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:11.390369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:11.390424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:11.446772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:11.447415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:11.447501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:11.447540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:11.567983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:11.568113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:11.568154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:11.568182] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:11.571679] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-12T20:15:11.571960] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-12T20:15:11.572099] [INFO ] [sig       ] ABVX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:11.711673] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ABVX.txt
[2025-12-12T20:15:11.711836] [INFO ] [sig       ] [23/3596] Completed ABVX in 0.3s | 2.90 sym/s | Total: 7.9s | ETA: 20.5m
[2025-12-12T20:15:11.711876] [INFO ] [sig       ] [24/3596] Forecasting ACA...
[2025-12-12T20:15:11.711905] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-12T20:15:11.711935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-12T20:15:11.723745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-12T20:15:11.724112] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-12T20:15:11.725009] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-12T20:15:11.725063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:11.725095] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:11.725135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:11.725221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:11.788059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:11.788771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:11.788850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:11.788882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:11.911948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:11.912103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:11.912144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:11.912176] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:11.915661] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-12T20:15:11.916170] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-12T20:15:11.916366] [INFO ] [sig       ] ACA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:12.058535] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACA.txt
[2025-12-12T20:15:12.058882] [INFO ] [sig       ] [24/3596] Completed ACA in 0.3s | 2.90 sym/s | Total: 8.3s | ETA: 20.5m
[2025-12-12T20:15:12.058920] [INFO ] [sig       ] [25/3596] Forecasting ACAD...
[2025-12-12T20:15:12.058949] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-12T20:15:12.058981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-12T20:15:12.070326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-12T20:15:12.070691] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-12T20:15:12.071457] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-12T20:15:12.071519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:12.071557] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:12.071620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:12.071689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:12.129557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:12.130267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:12.130344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:12.130374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:12.252062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:12.252221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:12.252262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:12.252306] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:12.256485] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-12T20:15:12.256988] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-12T20:15:12.257125] [INFO ] [sig       ] ACAD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:12.404222] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACAD.txt
[2025-12-12T20:15:12.404357] [INFO ] [sig       ] [25/3596] Completed ACAD in 0.3s | 2.90 sym/s | Total: 8.6s | ETA: 20.5m
[2025-12-12T20:15:12.404395] [INFO ] [sig       ] [26/3596] Forecasting ACB...
[2025-12-12T20:15:12.404425] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-12T20:15:12.404455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-12T20:15:12.416831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-12T20:15:12.417190] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-12T20:15:12.418214] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-12T20:15:12.418265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:12.418296] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:12.418321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:12.418377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:12.477093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:12.477864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:12.477947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:12.477978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:12.603123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:12.603280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:12.603318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:12.603346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:12.606724] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2025-12-12T20:15:12.607009] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-12T20:15:12.607138] [INFO ] [sig       ] ACB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:12.744410] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACB.txt
[2025-12-12T20:15:12.744544] [INFO ] [sig       ] [26/3596] Completed ACB in 0.3s | 2.90 sym/s | Total: 9.0s | ETA: 20.5m
[2025-12-12T20:15:12.744600] [INFO ] [sig       ] [27/3596] Forecasting ACCO...
[2025-12-12T20:15:12.744632] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-12T20:15:12.744661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-12T20:15:12.756343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-12T20:15:12.756705] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-12T20:15:12.757488] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-12T20:15:12.757540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:12.757617] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:12.757646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:12.757702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:12.815277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:12.816091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:12.816175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:12.816225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:12.940771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:12.940906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:12.940944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:12.940972] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:12.944398] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-12T20:15:12.944707] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-12T20:15:12.944838] [INFO ] [sig       ] ACCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:13.081748] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACCO.txt
[2025-12-12T20:15:13.081888] [INFO ] [sig       ] [27/3596] Completed ACCO in 0.3s | 2.91 sym/s | Total: 9.3s | ETA: 20.5m
[2025-12-12T20:15:13.081927] [INFO ] [sig       ] [28/3596] Forecasting ACDC...
[2025-12-12T20:15:13.081955] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-12T20:15:13.081986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-12T20:15:13.093414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-12T20:15:13.093791] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-12T20:15:13.094585] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-12T20:15:13.094636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:13.094667] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:13.094693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:13.094748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:13.152478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:13.153230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:13.153308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:13.153340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:13.265659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:13.265809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:13.265849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:13.265877] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:13.269198] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-12T20:15:13.269475] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-12T20:15:13.269638] [INFO ] [sig       ] ACDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:13.406043] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACDC.txt
[2025-12-12T20:15:13.406202] [INFO ] [sig       ] [28/3596] Completed ACDC in 0.3s | 2.91 sym/s | Total: 9.6s | ETA: 20.4m
[2025-12-12T20:15:13.406255] [INFO ] [sig       ] [29/3596] Forecasting ACEL...
[2025-12-12T20:15:13.406287] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-12T20:15:13.406317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-12T20:15:13.421001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-12T20:15:13.421348] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-12T20:15:13.422142] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-12T20:15:13.422193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:13.422225] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:13.422263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:13.422320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:13.482421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:13.483410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:13.483493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:13.483524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:13.599740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:13.599891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:13.599929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:13.599956] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:13.603341] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-12T20:15:13.603638] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-12T20:15:13.603766] [INFO ] [sig       ] ACEL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:13.741251] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACEL.txt
[2025-12-12T20:15:13.741389] [INFO ] [sig       ] [29/3596] Completed ACEL in 0.3s | 2.91 sym/s | Total: 10.0s | ETA: 20.4m
[2025-12-12T20:15:13.741427] [INFO ] [sig       ] [30/3596] Forecasting ACGL...
[2025-12-12T20:15:13.741455] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-12T20:15:13.741486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-12T20:15:13.753418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-12T20:15:13.753776] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-12T20:15:13.754544] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-12T20:15:13.754612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:13.754644] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:13.754671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:13.754726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:13.814975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:13.815714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:13.815795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:13.815827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:13.936215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:13.936379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:13.936419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:13.936482] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:13.940315] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-12T20:15:13.940639] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-12T20:15:13.940780] [INFO ] [sig       ] ACGL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:14.085986] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACGL.txt
[2025-12-12T20:15:14.086134] [INFO ] [sig       ] [30/3596] Completed ACGL in 0.3s | 2.91 sym/s | Total: 10.3s | ETA: 20.4m
[2025-12-12T20:15:14.086174] [INFO ] [sig       ] [31/3596] Forecasting ACGLN...
[2025-12-12T20:15:14.086203] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-12T20:15:14.086233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-12T20:15:14.098391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-12T20:15:14.098804] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-12T20:15:14.099675] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-12T20:15:14.099728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:14.099761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:14.099787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:14.099846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:14.160260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:14.161168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:14.161249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:14.161283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:14.293006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:14.293158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:14.293199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:14.293229] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:14.296995] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-12T20:15:14.297281] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-12T20:15:14.297412] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:14.448557] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACGLN.txt
[2025-12-12T20:15:14.448712] [INFO ] [sig       ] [31/3596] Completed ACGLN in 0.4s | 2.91 sym/s | Total: 10.7s | ETA: 20.4m
[2025-12-12T20:15:14.448750] [INFO ] [sig       ] [32/3596] Forecasting ACGLO...
[2025-12-12T20:15:14.448966] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-12T20:15:14.449001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-12T20:15:14.461680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-12T20:15:14.462035] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-12T20:15:14.463213] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-12T20:15:14.463265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:14.463297] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:14.463323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:14.463379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:14.522885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:14.523704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:14.523782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:14.523813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:14.643214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:14.643359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:14.643399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:14.643428] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:14.647115] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-12T20:15:14.647387] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-12T20:15:14.647512] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:14.785005] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACGLO.txt
[2025-12-12T20:15:14.785141] [INFO ] [sig       ] [32/3596] Completed ACGLO in 0.3s | 2.91 sym/s | Total: 11.0s | ETA: 20.4m
[2025-12-12T20:15:14.785178] [INFO ] [sig       ] [33/3596] Forecasting ACHC...
[2025-12-12T20:15:14.785207] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-12T20:15:14.785244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-12T20:15:14.797596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-12T20:15:14.798019] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-12T20:15:14.798859] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-12T20:15:14.798912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:14.798943] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:14.798970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:14.799027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:14.864050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:14.865278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:14.865377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:14.865426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:15.000154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:15.000325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:15.000367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:15.000398] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:15.004156] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-12-12T20:15:15.004452] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-12T20:15:15.004622] [INFO ] [sig       ] ACHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:15.164310] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACHC.txt
[2025-12-12T20:15:15.164466] [INFO ] [sig       ] [33/3596] Completed ACHC in 0.4s | 2.90 sym/s | Total: 11.4s | ETA: 20.5m
[2025-12-12T20:15:15.164504] [INFO ] [sig       ] [34/3596] Forecasting ACI...
[2025-12-12T20:15:15.164533] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-12T20:15:15.164564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-12T20:15:15.182876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-12T20:15:15.183321] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-12T20:15:15.184241] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-12T20:15:15.184294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:15.184326] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:15.184352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:15.184408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:15.246793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:15.247778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:15.247863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:15.247896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:15.375262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:15.375427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:15.375475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:15.375505] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:15.379183] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-12-12T20:15:15.379489] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-12T20:15:15.379675] [INFO ] [sig       ] ACI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:15.525624] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACI.txt
[2025-12-12T20:15:15.525780] [INFO ] [sig       ] [34/3596] Completed ACI in 0.4s | 2.90 sym/s | Total: 11.7s | ETA: 20.5m
[2025-12-12T20:15:15.525819] [INFO ] [sig       ] [35/3596] Forecasting ACIC...
[2025-12-12T20:15:15.525847] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-12T20:15:15.525878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-12T20:15:15.538591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-12T20:15:15.538971] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-12T20:15:15.539809] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-12T20:15:15.539863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:15.539894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:15.539920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:15.539977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:15.600241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:15.601121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:15.601207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:15.601239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:15.725115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:15.725269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:15.725308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:15.725338] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:15.728865] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-12-12T20:15:15.729200] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-12T20:15:15.729340] [INFO ] [sig       ] ACIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:15.870403] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACIC.txt
[2025-12-12T20:15:15.870549] [INFO ] [sig       ] [35/3596] Completed ACIC in 0.3s | 2.90 sym/s | Total: 12.1s | ETA: 20.5m
[2025-12-12T20:15:15.870606] [INFO ] [sig       ] [36/3596] Forecasting ACLS...
[2025-12-12T20:15:15.870637] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-12T20:15:15.870668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-12T20:15:15.883045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-12T20:15:15.883462] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-12T20:15:15.884299] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-12T20:15:15.884352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:15.884384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:15.884409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:15.884464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:15.943637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:15.944524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:15.944628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:15.944665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:16.066730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:16.066898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:16.066940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:16.066984] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:16.070351] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=91.71%)
[2025-12-12T20:15:16.070663] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-12T20:15:16.070806] [INFO ] [sig       ] ACLS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:16.210588] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACLS.txt
[2025-12-12T20:15:16.210730] [INFO ] [sig       ] [36/3596] Completed ACLS in 0.3s | 2.90 sym/s | Total: 12.4s | ETA: 20.5m
[2025-12-12T20:15:16.210769] [INFO ] [sig       ] [37/3596] Forecasting ACLX...
[2025-12-12T20:15:16.210798] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-12T20:15:16.210828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-12T20:15:16.223261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-12T20:15:16.223744] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-12T20:15:16.224640] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-12T20:15:16.224702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:16.224739] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:16.224767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:16.224822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:16.284672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:16.285532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:16.285661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:16.285695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:16.406463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:16.406628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:16.406669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:16.406697] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:16.410072] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-12T20:15:16.410353] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-12T20:15:16.410480] [INFO ] [sig       ] ACLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:16.549681] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACLX.txt
[2025-12-12T20:15:16.549845] [INFO ] [sig       ] [37/3596] Completed ACLX in 0.3s | 2.90 sym/s | Total: 12.8s | ETA: 20.5m
[2025-12-12T20:15:16.549883] [INFO ] [sig       ] [38/3596] Forecasting ACM...
[2025-12-12T20:15:16.549912] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-12T20:15:16.549943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-12T20:15:16.564741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-12T20:15:16.565187] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-12T20:15:16.566179] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-12T20:15:16.566233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:16.566273] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:16.566310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:16.566383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:16.626969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:16.627848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:16.627930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:16.627963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:16.746623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:16.746777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:16.746818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:16.746846] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:16.750274] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-12T20:15:16.750593] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-12T20:15:16.750730] [INFO ] [sig       ] ACM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:16.896566] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACM.txt
[2025-12-12T20:15:16.896751] [INFO ] [sig       ] [38/3596] Completed ACM in 0.3s | 2.90 sym/s | Total: 13.1s | ETA: 20.5m
[2025-12-12T20:15:16.896790] [INFO ] [sig       ] [39/3596] Forecasting ACN...
[2025-12-12T20:15:16.896818] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-12T20:15:16.896849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-12T20:15:16.911998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-12T20:15:16.912525] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-12T20:15:16.913756] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-12T20:15:16.913811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:16.913846] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:16.913872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:16.913936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:16.992123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:16.993389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:16.993492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:16.993527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:17.124509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:17.124684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:17.124728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:17.124756] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:17.128517] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-12T20:15:17.128849] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-12T20:15:17.128987] [INFO ] [sig       ] ACN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:17.266549] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACN.txt
[2025-12-12T20:15:17.266719] [INFO ] [sig       ] [39/3596] Completed ACN in 0.4s | 2.89 sym/s | Total: 13.5s | ETA: 20.5m
[2025-12-12T20:15:17.266758] [INFO ] [sig       ] [40/3596] Forecasting ACNB...
[2025-12-12T20:15:17.266786] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-12T20:15:17.266817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-12T20:15:17.295882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-12T20:15:17.296244] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-12T20:15:17.297064] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-12T20:15:17.297115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:17.297146] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:17.297173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:17.297256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:17.356641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:17.357466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:17.357549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:17.357602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:17.475606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:17.475824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:17.475871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:17.475900] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:17.479517] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-12-12T20:15:17.479865] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-12T20:15:17.480009] [INFO ] [sig       ] ACNB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:17.622750] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACNB.txt
[2025-12-12T20:15:17.622918] [INFO ] [sig       ] [40/3596] Completed ACNB in 0.4s | 2.89 sym/s | Total: 13.8s | ETA: 20.5m
[2025-12-12T20:15:17.622957] [INFO ] [sig       ] [41/3596] Forecasting ACON...
[2025-12-12T20:15:17.622987] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-12T20:15:17.623021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-12T20:15:17.634656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-12T20:15:17.634993] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-12T20:15:17.635832] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-12T20:15:17.635884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:17.635915] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:17.635941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:17.635998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:17.697187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:17.698090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:17.698174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:17.698208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:17.808210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:17.808372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:17.808420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:17.808448] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:17.812413] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-12T20:15:17.813006] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-12T20:15:17.813165] [INFO ] [sig       ] ACON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:17.952048] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACON.txt
[2025-12-12T20:15:17.952210] [INFO ] [sig       ] [41/3596] Completed ACON in 0.3s | 2.89 sym/s | Total: 14.2s | ETA: 20.5m
[2025-12-12T20:15:17.952249] [INFO ] [sig       ] [42/3596] Forecasting ACP...
[2025-12-12T20:15:17.952278] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-12T20:15:17.952310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-12T20:15:17.965340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-12T20:15:17.965833] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-12T20:15:17.966750] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-12T20:15:17.966821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:17.966856] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:17.966884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:17.966945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:18.026959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:18.027858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:18.027941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:18.027976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:18.149375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:18.149530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:18.149624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:18.149656] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:18.153221] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-12-12T20:15:18.153508] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-12T20:15:18.153660] [INFO ] [sig       ] ACP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:18.297649] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACP.txt
[2025-12-12T20:15:18.297831] [INFO ] [sig       ] [42/3596] Completed ACP in 0.3s | 2.89 sym/s | Total: 14.5s | ETA: 20.5m
[2025-12-12T20:15:18.297871] [INFO ] [sig       ] [43/3596] Forecasting ACRE...
[2025-12-12T20:15:18.297900] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-12T20:15:18.297931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-12T20:15:18.310853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-12T20:15:18.311285] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-12T20:15:18.312259] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-12T20:15:18.312313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:18.312346] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:18.312372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:18.312430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:18.373891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:18.374787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:18.374894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:18.374930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:18.505719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:18.505905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:18.505951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:18.505979] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:18.509820] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-12T20:15:18.510190] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-12T20:15:18.510336] [INFO ] [sig       ] ACRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:18.668368] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACRE.txt
[2025-12-12T20:15:18.668528] [INFO ] [sig       ] [43/3596] Completed ACRE in 0.4s | 2.89 sym/s | Total: 14.9s | ETA: 20.5m
[2025-12-12T20:15:18.668568] [INFO ] [sig       ] [44/3596] Forecasting ACRS...
[2025-12-12T20:15:18.668619] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-12T20:15:18.668649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-12T20:15:18.683277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-12T20:15:18.683658] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-12T20:15:18.684451] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-12T20:15:18.684503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:18.684562] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:18.684609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:18.684669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:18.755107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:18.756213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:18.756320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:18.756364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:18.879960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:18.880117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:18.880157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:18.880185] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:18.883621] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-12T20:15:18.883912] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-12T20:15:18.884043] [INFO ] [sig       ] ACRS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:19.024419] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACRS.txt
[2025-12-12T20:15:19.024553] [INFO ] [sig       ] [44/3596] Completed ACRS in 0.4s | 2.89 sym/s | Total: 15.2s | ETA: 20.5m
[2025-12-12T20:15:19.024615] [INFO ] [sig       ] [45/3596] Forecasting ACTG...
[2025-12-12T20:15:19.024644] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-12T20:15:19.024681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-12T20:15:19.036107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-12T20:15:19.036443] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-12T20:15:19.037239] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-12T20:15:19.037290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:19.037321] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:19.037347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:19.037402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:19.094647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:19.095386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:19.095485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:19.095517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:19.215197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:19.215345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:19.215385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:19.215412] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:19.218802] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-12-12T20:15:19.219075] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-12T20:15:19.219201] [INFO ] [sig       ] ACTG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:19.359108] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACTG.txt
[2025-12-12T20:15:19.359270] [INFO ] [sig       ] [45/3596] Completed ACTG in 0.3s | 2.89 sym/s | Total: 15.6s | ETA: 20.5m
[2025-12-12T20:15:19.359309] [INFO ] [sig       ] [46/3596] Forecasting ACVA...
[2025-12-12T20:15:19.359337] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-12T20:15:19.359373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-12T20:15:19.371101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-12T20:15:19.371443] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-12T20:15:19.372240] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-12T20:15:19.372292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:19.372324] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:19.372350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:19.372405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:19.429665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:19.430520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:19.430648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:19.430684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:19.547061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:19.547217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:19.547255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:19.547284] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:19.550645] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-12T20:15:19.550917] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-12T20:15:19.551046] [INFO ] [sig       ] ACVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:19.690694] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACVA.txt
[2025-12-12T20:15:19.690886] [INFO ] [sig       ] [46/3596] Completed ACVA in 0.3s | 2.89 sym/s | Total: 15.9s | ETA: 20.5m
[2025-12-12T20:15:19.690937] [INFO ] [sig       ] [47/3596] Forecasting ACWI...
[2025-12-12T20:15:19.690973] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-12T20:15:19.691009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-12T20:15:19.704083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-12T20:15:19.704445] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-12T20:15:19.705360] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-12T20:15:19.705414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:19.705446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:19.705472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:19.705530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:19.764244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:19.764998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:19.765079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:19.765111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:19.884501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:19.884671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:19.884710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:19.884771] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:19.888366] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-12T20:15:19.888683] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-12T20:15:19.888815] [INFO ] [sig       ] ACWI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:20.028488] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACWI.txt
[2025-12-12T20:15:20.028621] [INFO ] [sig       ] [47/3596] Completed ACWI in 0.3s | 2.89 sym/s | Total: 16.2s | ETA: 20.4m
[2025-12-12T20:15:20.028660] [INFO ] [sig       ] [48/3596] Forecasting ACWX...
[2025-12-12T20:15:20.028689] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-12T20:15:20.028718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-12T20:15:20.039839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-12T20:15:20.040154] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-12T20:15:20.040950] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-12T20:15:20.041001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:20.041033] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:20.041060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:20.041118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:20.097882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:20.098673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:20.098752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:20.098784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:20.224622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:20.224789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:20.224833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:20.224863] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:20.228267] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=34.63%)
[2025-12-12T20:15:20.228543] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-12T20:15:20.228687] [INFO ] [sig       ] ACWX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:20.368178] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ACWX.txt
[2025-12-12T20:15:20.368307] [INFO ] [sig       ] [48/3596] Completed ACWX in 0.3s | 2.89 sym/s | Total: 16.6s | ETA: 20.4m
[2025-12-12T20:15:20.368344] [INFO ] [sig       ] [49/3596] Forecasting ACXP...
[2025-12-12T20:15:20.368373] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-12T20:15:20.368403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-12T20:15:20.380051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-12T20:15:20.380407] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-12T20:15:20.381200] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-12T20:15:20.381252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:20.381282] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:20.381308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:20.381364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:20.439379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:20.440028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:20.440104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:20.440135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:20.557062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:20.557231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:20.557270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:20.557298] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:20.560745] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-12T20:15:20.561050] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-12T20:15:20.561180] [INFO ] [sig       ] ACXP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:20.702806] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ACXP.txt
[2025-12-12T20:15:20.702941] [INFO ] [sig       ] [49/3596] Completed ACXP in 0.3s | 2.90 sym/s | Total: 16.9s | ETA: 20.4m
[2025-12-12T20:15:20.702979] [INFO ] [sig       ] [50/3596] Forecasting ADBE...
[2025-12-12T20:15:20.703008] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-12T20:15:20.703039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-12T20:15:20.717538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-12T20:15:20.717883] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-12T20:15:20.718685] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-12T20:15:20.718741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:20.718772] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:20.718798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:20.718854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:20.776994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:20.777681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:20.777759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:20.777791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:20.901248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:20.901404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:20.901448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:20.901479] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:20.904922] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-12-12T20:15:20.905229] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-12T20:15:20.905356] [INFO ] [sig       ] ADBE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:21.043957] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ADBE.txt
[2025-12-12T20:15:21.044076] [INFO ] [sig       ] [50/3596] Completed ADBE in 0.3s | 2.90 sym/s | Total: 17.3s | ETA: 20.4m
[2025-12-12T20:15:21.044113] [INFO ] [sig       ] [51/3596] Forecasting ADC...
[2025-12-12T20:15:21.044141] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-12T20:15:21.044172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-12T20:15:21.055409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-12T20:15:21.055766] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-12T20:15:21.056768] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-12T20:15:21.056818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:21.056849] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:21.056875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:21.056930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:21.114899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:21.115539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:21.115634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:21.115668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:21.231173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:21.231316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:21.231355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:21.231383] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:21.234718] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=71.39%)
[2025-12-12T20:15:21.234996] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-12T20:15:21.235121] [INFO ] [sig       ] ADC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:21.372915] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADC.txt
[2025-12-12T20:15:21.373031] [INFO ] [sig       ] [51/3596] Completed ADC in 0.3s | 2.90 sym/s | Total: 17.6s | ETA: 20.4m
[2025-12-12T20:15:21.373068] [INFO ] [sig       ] [52/3596] Forecasting ADEA...
[2025-12-12T20:15:21.373097] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-12T20:15:21.373126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-12T20:15:21.385648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-12T20:15:21.386197] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-12T20:15:21.387180] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-12T20:15:21.387234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:21.387266] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:21.387292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:21.387350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:21.447501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:21.448136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:21.448213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:21.448245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:21.567997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:21.568127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:21.568165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:21.568194] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:21.571676] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-12T20:15:21.571984] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-12T20:15:21.572112] [INFO ] [sig       ] ADEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:21.727189] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADEA.txt
[2025-12-12T20:15:21.727352] [INFO ] [sig       ] [52/3596] Completed ADEA in 0.4s | 2.90 sym/s | Total: 17.9s | ETA: 20.4m
[2025-12-12T20:15:21.727391] [INFO ] [sig       ] [53/3596] Forecasting ADI...
[2025-12-12T20:15:21.727420] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-12T20:15:21.727449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-12T20:15:21.738932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-12T20:15:21.739259] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-12T20:15:21.740066] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-12T20:15:21.740117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:21.740158] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:21.740185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:21.740241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:21.800912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:21.801595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:21.801674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:21.801706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:21.927990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:21.928137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:21.928176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:21.928202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:21.931542] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-12T20:15:21.931853] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-12T20:15:21.931985] [INFO ] [sig       ] ADI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:22.075288] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADI.txt
[2025-12-12T20:15:22.075418] [INFO ] [sig       ] [53/3596] Completed ADI in 0.3s | 2.90 sym/s | Total: 18.3s | ETA: 20.4m
[2025-12-12T20:15:22.075456] [INFO ] [sig       ] [54/3596] Forecasting ADM...
[2025-12-12T20:15:22.075484] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-12T20:15:22.075521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-12T20:15:22.090688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-12T20:15:22.091031] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-12T20:15:22.091859] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-12T20:15:22.091911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:22.091941] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:22.091969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:22.092025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:22.149784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:22.150395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:22.150494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:22.150527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:22.271553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:22.271743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:22.271796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:22.271825] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:22.275461] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-12T20:15:22.275773] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-12T20:15:22.275908] [INFO ] [sig       ] ADM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:22.417388] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADM.txt
[2025-12-12T20:15:22.417549] [INFO ] [sig       ] [54/3596] Completed ADM in 0.3s | 2.90 sym/s | Total: 18.6s | ETA: 20.4m
[2025-12-12T20:15:22.417615] [INFO ] [sig       ] [55/3596] Forecasting ADMA...
[2025-12-12T20:15:22.417646] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-12T20:15:22.417679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-12T20:15:22.430909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-12T20:15:22.431317] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-12T20:15:22.432176] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-12T20:15:22.432228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:22.432260] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:22.432285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:22.432341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:22.492205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:22.493106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:22.493190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:22.493222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:22.619077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:22.619235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:22.619275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:22.619303] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:22.622819] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-12T20:15:22.623098] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-12T20:15:22.623226] [INFO ] [sig       ] ADMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:22.762773] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADMA.txt
[2025-12-12T20:15:22.762927] [INFO ] [sig       ] [55/3596] Completed ADMA in 0.3s | 2.90 sym/s | Total: 19.0s | ETA: 20.4m
[2025-12-12T20:15:22.762964] [INFO ] [sig       ] [56/3596] Forecasting ADP...
[2025-12-12T20:15:22.762994] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-12T20:15:22.763026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-12T20:15:22.775252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-12T20:15:22.775676] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-12T20:15:22.776463] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-12T20:15:22.776513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:22.776544] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:22.776570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:22.776649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:22.835690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:22.836552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:22.836655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:22.836689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:22.957908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:22.958066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:22.958105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:22.958135] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:22.961531] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-12T20:15:22.961822] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-12T20:15:22.961974] [INFO ] [sig       ] ADP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:23.103200] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADP.txt
[2025-12-12T20:15:23.103359] [INFO ] [sig       ] [56/3596] Completed ADP in 0.3s | 2.90 sym/s | Total: 19.3s | ETA: 20.4m
[2025-12-12T20:15:23.103398] [INFO ] [sig       ] [57/3596] Forecasting ADSE...
[2025-12-12T20:15:23.103434] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-12T20:15:23.103464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-12T20:15:23.117556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-12T20:15:23.117948] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-12T20:15:23.118806] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-12T20:15:23.118862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:23.118896] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:23.118923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:23.118980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:23.176786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:23.177668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:23.177748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:23.177779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:23.308632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:23.308788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:23.308829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:23.308860] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:23.312544] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-12T20:15:23.312872] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-12T20:15:23.313014] [INFO ] [sig       ] ADSE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:23.460419] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADSE.txt
[2025-12-12T20:15:23.460631] [INFO ] [sig       ] [57/3596] Completed ADSE in 0.4s | 2.90 sym/s | Total: 19.7s | ETA: 20.4m
[2025-12-12T20:15:23.460675] [INFO ] [sig       ] [58/3596] Forecasting ADSK...
[2025-12-12T20:15:23.460708] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-12T20:15:23.460740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-12T20:15:23.472988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-12T20:15:23.473408] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-12T20:15:23.474275] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-12T20:15:23.474329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:23.474363] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:23.474390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:23.474449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:23.537761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:23.538698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:23.538785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:23.538824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:23.662609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:23.662767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:23.662809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:23.662838] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:23.666443] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-12T20:15:23.666763] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-12T20:15:23.666906] [INFO ] [sig       ] ADSK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:23.811131] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ADSK.txt
[2025-12-12T20:15:23.811281] [INFO ] [sig       ] [58/3596] Completed ADSK in 0.4s | 2.90 sym/s | Total: 20.0s | ETA: 20.4m
[2025-12-12T20:15:23.811323] [INFO ] [sig       ] [59/3596] Forecasting ADTN...
[2025-12-12T20:15:23.811355] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-12T20:15:23.811387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-12T20:15:23.822993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-12T20:15:23.823374] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-12T20:15:23.824321] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-12T20:15:23.824374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:23.824405] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:23.824431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:23.824486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:23.887515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:23.888433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:23.888533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:23.888568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:24.010944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:24.011114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:24.011171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:24.011213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:24.014882] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=50.34%)
[2025-12-12T20:15:24.015189] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-12T20:15:24.015336] [INFO ] [sig       ] ADTN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:24.164904] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADTN.txt
[2025-12-12T20:15:24.165060] [INFO ] [sig       ] [59/3596] Completed ADTN in 0.4s | 2.90 sym/s | Total: 20.4s | ETA: 20.4m
[2025-12-12T20:15:24.165101] [INFO ] [sig       ] [60/3596] Forecasting ADTX...
[2025-12-12T20:15:24.165132] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-12T20:15:24.165163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-12T20:15:24.177232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-12T20:15:24.177607] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-12T20:15:24.178418] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-12T20:15:24.178483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:24.178532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:24.178565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:24.178655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:24.240682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:24.241514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:24.241625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:24.241662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:24.356870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:24.357038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:24.357089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:24.357147] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:24.360954] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=46.27%)
[2025-12-12T20:15:24.361254] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-12T20:15:24.361393] [INFO ] [sig       ] ADTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:24.512980] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ADTX.txt
[2025-12-12T20:15:24.513131] [INFO ] [sig       ] [60/3596] Completed ADTX in 0.3s | 2.90 sym/s | Total: 20.7s | ETA: 20.4m
[2025-12-12T20:15:24.513172] [INFO ] [sig       ] [61/3596] Forecasting ADUS...
[2025-12-12T20:15:24.513202] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-12T20:15:24.513236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-12T20:15:24.529777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-12T20:15:24.530547] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-12T20:15:24.531766] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-12T20:15:24.531821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:24.531895] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:24.531924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:24.531984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:24.592353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:24.593485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:24.593603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:24.593640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:24.720968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:24.721203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:24.721248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:24.721277] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:24.725140] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-12-12T20:15:24.725464] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-12T20:15:24.725624] [INFO ] [sig       ] ADUS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:24.865985] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADUS.txt
[2025-12-12T20:15:24.866188] [INFO ] [sig       ] [61/3596] Completed ADUS in 0.4s | 2.89 sym/s | Total: 21.1s | ETA: 20.4m
[2025-12-12T20:15:24.866230] [INFO ] [sig       ] [62/3596] Forecasting ADX...
[2025-12-12T20:15:24.866259] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-12T20:15:24.866293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-12T20:15:24.880746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-12T20:15:24.881268] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-12T20:15:24.882302] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-12T20:15:24.882371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:24.882419] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:24.882449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:24.882507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:24.945654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:24.946568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:24.946677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:24.946729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:25.077611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:25.077775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:25.077819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:25.077849] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:25.081795] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-12T20:15:25.082091] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-12T20:15:25.082226] [INFO ] [sig       ] ADX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:25.235711] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ADX.txt
[2025-12-12T20:15:25.235885] [INFO ] [sig       ] [62/3596] Completed ADX in 0.4s | 2.89 sym/s | Total: 21.4s | ETA: 20.4m
[2025-12-12T20:15:25.235927] [INFO ] [sig       ] [63/3596] Forecasting AEE...
[2025-12-12T20:15:25.235958] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-12T20:15:25.235988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-12T20:15:25.249080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-12T20:15:25.249462] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-12T20:15:25.250421] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-12T20:15:25.250474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:25.250507] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:25.250533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:25.250604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:25.312560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:25.313703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:25.313785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:25.313821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:25.441202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:25.441362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:25.441401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:25.441428] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:25.444878] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-12T20:15:25.445155] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-12T20:15:25.445282] [INFO ] [sig       ] AEE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:25.589377] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AEE.txt
[2025-12-12T20:15:25.589561] [INFO ] [sig       ] [63/3596] Completed AEE in 0.4s | 2.89 sym/s | Total: 21.8s | ETA: 20.4m
[2025-12-12T20:15:25.589618] [INFO ] [sig       ] [64/3596] Forecasting AEFC...
[2025-12-12T20:15:25.589649] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-12T20:15:25.589680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-12T20:15:25.602646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-12T20:15:25.602982] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-12T20:15:25.603784] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-12T20:15:25.603836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:25.603870] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:25.603907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:25.603965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:25.663372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:25.664059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:25.664308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:25.664339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:25.785733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:25.785891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:25.785929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:25.785955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:25.789797] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-12T20:15:25.790073] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-12T20:15:25.790211] [INFO ] [sig       ] AEFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:25.932930] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AEFC.txt
[2025-12-12T20:15:25.933104] [INFO ] [sig       ] [64/3596] Completed AEFC in 0.3s | 2.89 sym/s | Total: 22.1s | ETA: 20.4m
[2025-12-12T20:15:25.933143] [INFO ] [sig       ] [65/3596] Forecasting AEG...
[2025-12-12T20:15:25.933173] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-12T20:15:25.933204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-12T20:15:25.945232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-12T20:15:25.945633] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-12T20:15:25.946488] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-12T20:15:25.946540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:25.946595] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:25.946625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:25.946691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:26.006338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:26.007054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:26.007135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:26.007168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:26.139752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:26.139930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:26.139971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:26.139999] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:26.144534] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-12T20:15:26.144859] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-12T20:15:26.144999] [INFO ] [sig       ] AEG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:26.292141] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AEG.txt
[2025-12-12T20:15:26.292304] [INFO ] [sig       ] [65/3596] Completed AEG in 0.4s | 2.89 sym/s | Total: 22.5s | ETA: 20.4m
[2025-12-12T20:15:26.292343] [INFO ] [sig       ] [66/3596] Forecasting AEHL...
[2025-12-12T20:15:26.292371] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-12T20:15:26.292403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-12T20:15:26.305562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-12T20:15:26.305985] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-12T20:15:26.306827] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-12T20:15:26.306880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:26.306913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:26.306941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:26.306999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:26.368806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:26.369785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:26.369871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:26.369907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:26.495687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:26.495847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:26.495891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:26.495921] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:26.499368] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=50.29%)
[2025-12-12T20:15:26.499700] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-12T20:15:26.499832] [INFO ] [sig       ] AEHL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:26.647013] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AEHL.txt
[2025-12-12T20:15:26.647182] [INFO ] [sig       ] [66/3596] Completed AEHL in 0.4s | 2.89 sym/s | Total: 22.9s | ETA: 20.4m
[2025-12-12T20:15:26.647219] [INFO ] [sig       ] [67/3596] Forecasting AEI...
[2025-12-12T20:15:26.647248] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-12T20:15:26.647277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-12T20:15:26.659993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-12T20:15:26.660377] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-12T20:15:26.661174] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-12T20:15:26.661226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:26.661258] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:26.661283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:26.661339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:26.718816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:26.720105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:26.720307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:26.720371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:26.856005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:26.856158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:26.856198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:26.856226] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:26.859726] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-12T20:15:26.860019] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-12T20:15:26.860167] [INFO ] [sig       ] AEI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:27.004788] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AEI.txt
[2025-12-12T20:15:27.004927] [INFO ] [sig       ] [67/3596] Completed AEI in 0.4s | 2.89 sym/s | Total: 23.2s | ETA: 20.4m
[2025-12-12T20:15:27.004967] [INFO ] [sig       ] [68/3596] Forecasting AEIS...
[2025-12-12T20:15:27.004996] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-12T20:15:27.005039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-12T20:15:27.017059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-12T20:15:27.017407] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-12T20:15:27.018223] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-12T20:15:27.018274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:27.018306] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:27.018333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:27.018389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:27.078504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:27.079378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:27.079460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:27.079494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:27.198341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:27.198480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:27.198519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:27.198548] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:27.201901] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-12T20:15:27.202200] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-12T20:15:27.202331] [INFO ] [sig       ] AEIS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:27.341844] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AEIS.txt
[2025-12-12T20:15:27.341977] [INFO ] [sig       ] [68/3596] Completed AEIS in 0.3s | 2.89 sym/s | Total: 23.6s | ETA: 20.4m
[2025-12-12T20:15:27.342015] [INFO ] [sig       ] [69/3596] Forecasting AEM...
[2025-12-12T20:15:27.342044] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-12T20:15:27.342075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-12T20:15:27.355957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-12T20:15:27.356294] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-12T20:15:27.357097] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-12T20:15:27.357149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:27.357180] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:27.357207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:27.357263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:27.415754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:27.416362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:27.416438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:27.416470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:27.540286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:27.540440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:27.540500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:27.540529] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:27.544018] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-12-12T20:15:27.544303] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-12T20:15:27.544437] [INFO ] [sig       ] AEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:27.683137] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AEM.txt
[2025-12-12T20:15:27.683270] [INFO ] [sig       ] [69/3596] Completed AEM in 0.3s | 2.89 sym/s | Total: 23.9s | ETA: 20.4m
[2025-12-12T20:15:27.683309] [INFO ] [sig       ] [70/3596] Forecasting AEO...
[2025-12-12T20:15:27.683339] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-12T20:15:27.683368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-12T20:15:27.695882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-12T20:15:27.696274] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-12T20:15:27.697105] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-12T20:15:27.697158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:27.697191] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:27.697218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:27.697276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:27.756534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:27.757301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:27.757383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:27.757416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:27.884408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:27.884565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:27.884625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:27.884654] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:27.888104] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=67.16%)
[2025-12-12T20:15:27.888383] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-12T20:15:27.888512] [INFO ] [sig       ] AEO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:28.030565] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AEO.txt
[2025-12-12T20:15:28.030721] [INFO ] [sig       ] [70/3596] Completed AEO in 0.3s | 2.89 sym/s | Total: 24.2s | ETA: 20.4m
[2025-12-12T20:15:28.030760] [INFO ] [sig       ] [71/3596] Forecasting AEP...
[2025-12-12T20:15:28.030789] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-12T20:15:28.030822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-12T20:15:28.047161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-12T20:15:28.047564] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-12T20:15:28.048499] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-12T20:15:28.048565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:28.048637] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:28.048674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:28.048733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:28.111499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:28.112338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:28.112461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:28.112496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:28.234815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:28.234972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:28.235011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:28.235041] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:28.238408] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-12T20:15:28.238716] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-12T20:15:28.238844] [INFO ] [sig       ] AEP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:28.385343] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AEP.txt
[2025-12-12T20:15:28.385480] [INFO ] [sig       ] [71/3596] Completed AEP in 0.4s | 2.89 sym/s | Total: 24.6s | ETA: 20.4m
[2025-12-12T20:15:28.385517] [INFO ] [sig       ] [72/3596] Forecasting AES...
[2025-12-12T20:15:28.385546] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-12T20:15:28.385599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-12T20:15:28.398715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-12T20:15:28.399139] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-12T20:15:28.400047] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-12T20:15:28.400103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:28.400135] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:28.400163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:28.400398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:28.459340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:28.460265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:28.460346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:28.460378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:28.585848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:28.586009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:28.586051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:28.586267] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:28.590348] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-12T20:15:28.590689] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-12T20:15:28.590830] [INFO ] [sig       ] AES: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:28.734989] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AES.txt
[2025-12-12T20:15:28.735152] [INFO ] [sig       ] [72/3596] Completed AES in 0.3s | 2.89 sym/s | Total: 24.9s | ETA: 20.4m
[2025-12-12T20:15:28.735191] [INFO ] [sig       ] [73/3596] Forecasting AESI...
[2025-12-12T20:15:28.735220] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-12T20:15:28.735250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-12T20:15:28.748021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-12T20:15:28.748443] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-12T20:15:28.749280] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-12T20:15:28.749335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:28.749368] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:28.749395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:28.749452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:28.808631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:28.809489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:28.809603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:28.809642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:28.924660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:28.924802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:28.924854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:28.924884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:28.928237] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-12T20:15:28.928506] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-12T20:15:28.928649] [INFO ] [sig       ] AESI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:29.069745] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AESI.txt
[2025-12-12T20:15:29.069880] [INFO ] [sig       ] [73/3596] Completed AESI in 0.3s | 2.89 sym/s | Total: 25.3s | ETA: 20.3m
[2025-12-12T20:15:29.069917] [INFO ] [sig       ] [74/3596] Forecasting AEVA...
[2025-12-12T20:15:29.069945] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-12T20:15:29.069976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-12T20:15:29.082111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-12T20:15:29.082426] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-12T20:15:29.083218] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-12T20:15:29.083269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:29.083300] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:29.083327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:29.083382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:29.140844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:29.141600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:29.141679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:29.141710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:29.259225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:29.259369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:29.259407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:29.259435] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:29.262996] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-12T20:15:29.263465] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-12T20:15:29.263648] [INFO ] [sig       ] AEVA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:29.405741] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AEVA.txt
[2025-12-12T20:15:29.405915] [INFO ] [sig       ] [74/3596] Completed AEVA in 0.3s | 2.89 sym/s | Total: 25.6s | ETA: 20.3m
[2025-12-12T20:15:29.405955] [INFO ] [sig       ] [75/3596] Forecasting AEYE...
[2025-12-12T20:15:29.405985] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-12T20:15:29.406016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-12T20:15:29.418528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-12T20:15:29.418852] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-12T20:15:29.419835] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-12T20:15:29.419886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:29.419918] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:29.419944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:29.420000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:29.479136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:29.480139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:29.480224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:29.480256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:29.595815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:29.595968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:29.596008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:29.596035] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:29.599371] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2025-12-12T20:15:29.599687] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-12T20:15:29.599814] [INFO ] [sig       ] AEYE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:29.737118] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AEYE.txt
[2025-12-12T20:15:29.737253] [INFO ] [sig       ] [75/3596] Completed AEYE in 0.3s | 2.89 sym/s | Total: 25.9s | ETA: 20.3m
[2025-12-12T20:15:29.737291] [INFO ] [sig       ] [76/3596] Forecasting AFB...
[2025-12-12T20:15:29.737320] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-12T20:15:29.737351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-12T20:15:29.750320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-12T20:15:29.750634] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-12T20:15:29.751407] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-12T20:15:29.751459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:29.751490] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:29.751516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:29.751592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:29.812042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:29.812756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:29.812831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:29.812862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:29.935480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:29.935640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:29.935681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:29.935709] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:29.939062] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=57.48%)
[2025-12-12T20:15:29.939341] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-12T20:15:29.939472] [INFO ] [sig       ] AFB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:30.075681] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AFB.txt
[2025-12-12T20:15:30.075809] [INFO ] [sig       ] [76/3596] Completed AFB in 0.3s | 2.89 sym/s | Total: 26.3s | ETA: 20.3m
[2025-12-12T20:15:30.075847] [INFO ] [sig       ] [77/3596] Forecasting AFCG...
[2025-12-12T20:15:30.075877] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-12T20:15:30.075907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-12T20:15:30.086860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-12T20:15:30.087168] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-12T20:15:30.088036] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-12T20:15:30.088091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:30.088135] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:30.088163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:30.088221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:30.145973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:30.146591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:30.146667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:30.146698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:30.264976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:30.265092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:30.265129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:30.265157] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:30.268466] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=41.84%)
[2025-12-12T20:15:30.268754] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-12T20:15:30.268879] [INFO ] [sig       ] AFCG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:30.408477] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AFCG.txt
[2025-12-12T20:15:30.408616] [INFO ] [sig       ] [77/3596] Completed AFCG in 0.3s | 2.89 sym/s | Total: 26.6s | ETA: 20.3m
[2025-12-12T20:15:30.408655] [INFO ] [sig       ] [78/3596] Forecasting AFG...
[2025-12-12T20:15:30.408683] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-12T20:15:30.408713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-12T20:15:30.420156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-12T20:15:30.420446] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-12T20:15:30.421279] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-12T20:15:30.421331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:30.421397] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:30.421437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:30.421520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:30.481861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:30.482478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:30.482592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:30.482635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:30.602587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:30.602692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:30.602727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:30.602758] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:30.606043] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-12T20:15:30.606487] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-12T20:15:30.606639] [INFO ] [sig       ] AFG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:30.746636] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AFG.txt
[2025-12-12T20:15:30.746751] [INFO ] [sig       ] [78/3596] Completed AFG in 0.3s | 2.89 sym/s | Total: 27.0s | ETA: 20.3m
[2025-12-12T20:15:30.746787] [INFO ] [sig       ] [79/3596] Forecasting AFGC...
[2025-12-12T20:15:30.746815] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-12T20:15:30.746843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-12T20:15:30.758245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-12T20:15:30.758548] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-12T20:15:30.759341] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-12T20:15:30.759393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:30.759424] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:30.759450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:30.759506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:30.817108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:30.817734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:30.817809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:30.817840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:30.928999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:30.929101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:30.929139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:30.929166] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:30.932338] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-12T20:15:30.932621] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-12T20:15:30.932749] [INFO ] [sig       ] AFGC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:31.070264] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AFGC.txt
[2025-12-12T20:15:31.070404] [INFO ] [sig       ] [79/3596] Completed AFGC in 0.3s | 2.90 sym/s | Total: 27.3s | ETA: 20.2m
[2025-12-12T20:15:31.070443] [INFO ] [sig       ] [80/3596] Forecasting AFL...
[2025-12-12T20:15:31.070473] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-12T20:15:31.070503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-12T20:15:31.086058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-12T20:15:31.086356] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-12T20:15:31.087201] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-12T20:15:31.087253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:31.087287] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:31.087314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:31.087376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:31.147051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:31.147696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:31.147776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:31.147809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:31.264044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:31.264152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:31.264188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:31.264215] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:31.267625] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-12T20:15:31.267896] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-12T20:15:31.268027] [INFO ] [sig       ] AFL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:31.410044] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AFL.txt
[2025-12-12T20:15:31.410172] [INFO ] [sig       ] [80/3596] Completed AFL in 0.3s | 2.90 sym/s | Total: 27.6s | ETA: 20.2m
[2025-12-12T20:15:31.410209] [INFO ] [sig       ] [81/3596] Forecasting AFRI...
[2025-12-12T20:15:31.410243] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-12T20:15:31.410280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-12T20:15:31.424168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-12T20:15:31.424429] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-12T20:15:31.425388] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-12T20:15:31.425439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:31.425477] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:31.425506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:31.425592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:31.485409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:31.486073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:31.486161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:31.486195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:31.583103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:31.583224] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:15:31.583263] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:31.583335] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:31.586957] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-12T20:15:31.587236] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-12T20:15:31.587362] [INFO ] [sig       ] AFRI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:31.726119] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AFRI.txt
[2025-12-12T20:15:31.726233] [INFO ] [sig       ] [81/3596] Completed AFRI in 0.3s | 2.90 sym/s | Total: 27.9s | ETA: 20.2m
[2025-12-12T20:15:31.726270] [INFO ] [sig       ] [82/3596] Forecasting AFRM...
[2025-12-12T20:15:31.726298] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-12T20:15:31.726328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-12T20:15:31.737616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-12T20:15:31.737892] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-12T20:15:31.738680] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-12T20:15:31.738733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:31.738764] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:31.738791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:31.738847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:31.796910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:31.797499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:31.797590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:31.797623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:31.921038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:31.921183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:31.921222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:31.921250] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:31.924647] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-12T20:15:31.924927] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-12T20:15:31.925051] [INFO ] [sig       ] AFRM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:32.064072] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AFRM.txt
[2025-12-12T20:15:32.064397] [INFO ] [sig       ] [82/3596] Completed AFRM in 0.3s | 2.90 sym/s | Total: 28.3s | ETA: 20.2m
[2025-12-12T20:15:32.064435] [INFO ] [sig       ] [83/3596] Forecasting AFYA...
[2025-12-12T20:15:32.064463] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-12T20:15:32.064493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-12T20:15:32.076255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-12T20:15:32.076558] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-12T20:15:32.077376] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-12T20:15:32.077429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:32.077461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:32.077489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:32.077546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:32.135301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:32.135914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:32.135990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:32.136021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:32.255447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:32.255593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:32.255632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:32.255660] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:32.258948] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-12T20:15:32.259224] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-12T20:15:32.259348] [INFO ] [sig       ] AFYA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:32.400250] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AFYA.txt
[2025-12-12T20:15:32.400396] [INFO ] [sig       ] [83/3596] Completed AFYA in 0.3s | 2.90 sym/s | Total: 28.6s | ETA: 20.2m
[2025-12-12T20:15:32.400441] [INFO ] [sig       ] [84/3596] Forecasting AG...
[2025-12-12T20:15:32.400471] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-12T20:15:32.400503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-12T20:15:32.412130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-12T20:15:32.412601] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-12T20:15:32.413386] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-12T20:15:32.413438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:32.413470] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:32.413496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:32.413551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:32.471778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:32.472434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:32.472520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:32.472557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:32.604176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:32.604326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:32.604366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:32.604409] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:32.607777] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-12T20:15:32.608077] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-12T20:15:32.608224] [INFO ] [sig       ] AG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:32.749175] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AG.txt
[2025-12-12T20:15:32.749489] [INFO ] [sig       ] [84/3596] Completed AG in 0.3s | 2.90 sym/s | Total: 29.0s | ETA: 20.2m
[2025-12-12T20:15:32.749527] [INFO ] [sig       ] [85/3596] Forecasting AGCO...
[2025-12-12T20:15:32.749569] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-12T20:15:32.749634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-12T20:15:32.762310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-12T20:15:32.762609] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-12T20:15:32.763390] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-12T20:15:32.763442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:32.763474] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:32.763500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:32.763556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:32.822265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:32.822931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:32.823008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:32.823043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:32.940567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:32.940703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:32.940741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:32.940768] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:32.944158] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-12T20:15:32.944613] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-12T20:15:32.944742] [INFO ] [sig       ] AGCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:33.082517] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGCO.txt
[2025-12-12T20:15:33.082659] [INFO ] [sig       ] [85/3596] Completed AGCO in 0.3s | 2.90 sym/s | Total: 29.3s | ETA: 20.2m
[2025-12-12T20:15:33.082698] [INFO ] [sig       ] [86/3596] Forecasting AGD...
[2025-12-12T20:15:33.082727] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-12T20:15:33.082757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-12T20:15:33.094761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-12T20:15:33.095045] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-12T20:15:33.095920] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-12T20:15:33.095974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:33.096008] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:33.096036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:33.096092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:33.153965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:33.154605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:33.154684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:33.154727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:33.271870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:33.272000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:33.272039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:33.272067] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:33.275356] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-12-12T20:15:33.275643] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-12T20:15:33.275768] [INFO ] [sig       ] AGD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:33.413945] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGD.txt
[2025-12-12T20:15:33.414070] [INFO ] [sig       ] [86/3596] Completed AGD in 0.3s | 2.90 sym/s | Total: 29.6s | ETA: 20.2m
[2025-12-12T20:15:33.414108] [INFO ] [sig       ] [87/3596] Forecasting AGEN...
[2025-12-12T20:15:33.414137] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-12T20:15:33.414166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-12T20:15:33.426445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-12T20:15:33.426751] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-12T20:15:33.427608] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-12T20:15:33.427664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:33.427696] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:33.427723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:33.427780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:33.493535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:33.494965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:33.495095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:33.495149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:33.631631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:33.631783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:33.631823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:33.631850] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:33.635280] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=21.63%)
[2025-12-12T20:15:33.635562] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-12T20:15:33.635731] [INFO ] [sig       ] AGEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:33.779665] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGEN.txt
[2025-12-12T20:15:33.779843] [INFO ] [sig       ] [87/3596] Completed AGEN in 0.4s | 2.90 sym/s | Total: 30.0s | ETA: 20.2m
[2025-12-12T20:15:33.779883] [INFO ] [sig       ] [88/3596] Forecasting AGI...
[2025-12-12T20:15:33.779911] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-12T20:15:33.779943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-12T20:15:33.792439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-12T20:15:33.792791] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-12T20:15:33.793658] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-12T20:15:33.793711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:33.793744] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:33.793774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:33.793843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:33.853850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:33.854474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:33.854595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:33.854634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:33.982858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:33.983037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:33.983083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:33.983116] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:33.986896] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-12T20:15:33.987247] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-12T20:15:33.987400] [INFO ] [sig       ] AGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:34.135855] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGI.txt
[2025-12-12T20:15:34.135985] [INFO ] [sig       ] [88/3596] Completed AGI in 0.4s | 2.90 sym/s | Total: 30.3s | ETA: 20.2m
[2025-12-12T20:15:34.136024] [INFO ] [sig       ] [89/3596] Forecasting AGIO...
[2025-12-12T20:15:34.136053] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-12T20:15:34.136084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-12T20:15:34.147342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-12T20:15:34.147638] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-12T20:15:34.148395] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-12T20:15:34.148449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:34.148491] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:34.148530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:34.148610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:34.208372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:34.208987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:34.209063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:34.209096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:34.329787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:34.329913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:34.329951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:34.329978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:34.333283] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-12T20:15:34.333554] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-12T20:15:34.333694] [INFO ] [sig       ] AGIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:34.476840] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGIO.txt
[2025-12-12T20:15:34.476967] [INFO ] [sig       ] [89/3596] Completed AGIO in 0.3s | 2.90 sym/s | Total: 30.7s | ETA: 20.2m
[2025-12-12T20:15:34.477006] [INFO ] [sig       ] [90/3596] Forecasting AGM...
[2025-12-12T20:15:34.477034] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-12T20:15:34.477063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-12T20:15:34.494698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-12T20:15:34.494992] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-12T20:15:34.495782] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-12T20:15:34.495844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:34.495876] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:34.495902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:34.495958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:34.553702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:34.554313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:34.554390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:34.554422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:34.675269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:34.675417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:34.675458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:34.675489] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:34.679081] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-12T20:15:34.679358] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-12T20:15:34.679486] [INFO ] [sig       ] AGM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:34.820758] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGM.txt
[2025-12-12T20:15:34.820886] [INFO ] [sig       ] [90/3596] Completed AGM in 0.3s | 2.90 sym/s | Total: 31.0s | ETA: 20.1m
[2025-12-12T20:15:34.820925] [INFO ] [sig       ] [91/3596] Forecasting AGMH...
[2025-12-12T20:15:34.820954] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-12T20:15:34.820986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-12T20:15:34.833079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-12T20:15:34.833396] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-12T20:15:34.834179] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-12T20:15:34.834232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:34.834263] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:34.834290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:34.834347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:34.893253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:34.893880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:34.893959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:34.893992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:35.002984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:35.003131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:35.003173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:35.003202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:35.006554] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-12T20:15:35.006844] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-12T20:15:35.006967] [INFO ] [sig       ] AGMH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:35.145506] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGMH.txt
[2025-12-12T20:15:35.145660] [INFO ] [sig       ] [91/3596] Completed AGMH in 0.3s | 2.90 sym/s | Total: 31.4s | ETA: 20.1m
[2025-12-12T20:15:35.145702] [INFO ] [sig       ] [92/3596] Forecasting AGNC...
[2025-12-12T20:15:35.145732] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-12T20:15:35.145764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-12T20:15:35.157281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-12T20:15:35.157585] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-12T20:15:35.158348] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-12T20:15:35.158399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:35.158431] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:35.158457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:35.158513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:35.215430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:35.216079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:35.216153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:35.216184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:35.340252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:35.340411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:35.340451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:35.340478] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:35.343947] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-12-12T20:15:35.344217] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-12T20:15:35.344341] [INFO ] [sig       ] AGNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:35.484814] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGNC.txt
[2025-12-12T20:15:35.485000] [INFO ] [sig       ] [92/3596] Completed AGNC in 0.3s | 2.90 sym/s | Total: 31.7s | ETA: 20.1m
[2025-12-12T20:15:35.485040] [INFO ] [sig       ] [93/3596] Forecasting AGNCL...
[2025-12-12T20:15:35.485070] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-12T20:15:35.485101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-12T20:15:35.497045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-12T20:15:35.497395] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-12T20:15:35.498251] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-12T20:15:35.498303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:35.498334] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:35.498360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:35.498415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:35.557056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:35.557707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:35.557791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:35.557822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:35.662076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:35.662212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:35.662249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:35.662277] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:35.665755] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-12T20:15:35.666038] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-12T20:15:35.666173] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:35.804297] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGNCL.txt
[2025-12-12T20:15:35.804427] [INFO ] [sig       ] [93/3596] Completed AGNCL in 0.3s | 2.90 sym/s | Total: 32.0s | ETA: 20.1m
[2025-12-12T20:15:35.804465] [INFO ] [sig       ] [94/3596] Forecasting AGNCM...
[2025-12-12T20:15:35.804494] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-12T20:15:35.804523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-12T20:15:35.817493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-12T20:15:35.817843] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-12T20:15:35.818691] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-12T20:15:35.818743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:35.818774] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:35.818800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:35.818855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:35.878552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:35.879297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:35.879376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:35.879408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:35.987114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:35.987245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:35.987283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:35.987311] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:35.990629] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2025-12-12T20:15:35.990904] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-12T20:15:35.991029] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:36.132025] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGNCM.txt
[2025-12-12T20:15:36.132160] [INFO ] [sig       ] [94/3596] Completed AGNCM in 0.3s | 2.91 sym/s | Total: 32.3s | ETA: 20.1m
[2025-12-12T20:15:36.132198] [INFO ] [sig       ] [95/3596] Forecasting AGNCN...
[2025-12-12T20:15:36.132228] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-12T20:15:36.132258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-12T20:15:36.143916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-12T20:15:36.144270] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-12T20:15:36.145066] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-12T20:15:36.145117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:36.145174] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:36.145201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:36.145257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:36.202383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:36.203050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:36.203142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:36.203175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:36.317013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:36.317161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:36.317200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:36.317228] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:36.320714] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-12T20:15:36.320993] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-12T20:15:36.321118] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:36.460772] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGNCN.txt
[2025-12-12T20:15:36.460907] [INFO ] [sig       ] [95/3596] Completed AGNCN in 0.3s | 2.91 sym/s | Total: 32.7s | ETA: 20.1m
[2025-12-12T20:15:36.460948] [INFO ] [sig       ] [96/3596] Forecasting AGNCO...
[2025-12-12T20:15:36.460977] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-12T20:15:36.461007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-12T20:15:36.472433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-12T20:15:36.472789] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-12T20:15:36.473603] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-12T20:15:36.473660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:36.473693] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:36.473719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:36.473776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:36.531853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:36.532503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:36.532599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:36.532635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:36.644913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:36.645057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:36.645097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:36.645125] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:36.648457] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-12T20:15:36.648748] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-12T20:15:36.648875] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:36.789142] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGNCO.txt
[2025-12-12T20:15:36.789301] [INFO ] [sig       ] [96/3596] Completed AGNCO in 0.3s | 2.91 sym/s | Total: 33.0s | ETA: 20.1m
[2025-12-12T20:15:36.789340] [INFO ] [sig       ] [97/3596] Forecasting AGNCP...
[2025-12-12T20:15:36.789369] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-12T20:15:36.789400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-12T20:15:36.801822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-12T20:15:36.802239] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-12T20:15:36.803248] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-12T20:15:36.803304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:36.803337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:36.803363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:36.803419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:36.864588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:36.865498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:36.865611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:36.865654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:36.990406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:36.990560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:36.990622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:36.990652] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:36.994077] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-12T20:15:36.994550] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-12T20:15:36.994706] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:37.140776] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGNCP.txt
[2025-12-12T20:15:37.140938] [INFO ] [sig       ] [97/3596] Completed AGNCP in 0.4s | 2.91 sym/s | Total: 33.4s | ETA: 20.1m
[2025-12-12T20:15:37.140977] [INFO ] [sig       ] [98/3596] Forecasting AGO...
[2025-12-12T20:15:37.141005] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-12T20:15:37.141037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-12T20:15:37.152881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-12T20:15:37.153344] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-12T20:15:37.154338] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-12T20:15:37.154397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:37.154430] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:37.154457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:37.154514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:37.217977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:37.218880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:37.218963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:37.218997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:37.333646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:37.333797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:37.333835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:37.333905] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:37.338301] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-12T20:15:37.338689] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-12T20:15:37.338859] [INFO ] [sig       ] AGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:37.477887] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AGO.txt
[2025-12-12T20:15:37.478015] [INFO ] [sig       ] [98/3596] Completed AGO in 0.3s | 2.91 sym/s | Total: 33.7s | ETA: 20.0m
[2025-12-12T20:15:37.478053] [INFO ] [sig       ] [99/3596] Forecasting AGRO...
[2025-12-12T20:15:37.478082] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-12T20:15:37.478113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-12T20:15:37.500673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-12T20:15:37.500983] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-12T20:15:37.501767] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-12T20:15:37.501819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:37.501849] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:37.501875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:37.501941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:37.559345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:37.560021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:37.560104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:37.560144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:37.682187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:37.682328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:37.682368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:37.682397] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:37.685835] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=61.99%)
[2025-12-12T20:15:37.686135] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-12T20:15:37.686268] [INFO ] [sig       ] AGRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:37.831944] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGRO.txt
[2025-12-12T20:15:37.832086] [INFO ] [sig       ] [99/3596] Completed AGRO in 0.4s | 2.91 sym/s | Total: 34.0s | ETA: 20.0m
[2025-12-12T20:15:37.832124] [INFO ] [sig       ] [100/3596] Forecasting AGX...
[2025-12-12T20:15:37.832153] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-12T20:15:37.832183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-12T20:15:37.843462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-12T20:15:37.843754] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-12T20:15:37.844516] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-12T20:15:37.844583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:37.844617] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:37.844644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:37.844700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:37.903462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:37.904124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:37.904203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:37.904235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:38.023017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:38.023173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:38.023213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:38.023241] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:38.027118] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-12-12T20:15:38.027436] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-12T20:15:38.027592] [INFO ] [sig       ] AGX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:38.173166] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGX.txt
[2025-12-12T20:15:38.173491] [INFO ] [sig       ] [100/3596] Completed AGX in 0.3s | 2.91 sym/s | Total: 34.4s | ETA: 20.0m
[2025-12-12T20:15:38.173529] [INFO ] [sig       ] [101/3596] Forecasting AGYS...
[2025-12-12T20:15:38.173557] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-12T20:15:38.173608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-12T20:15:38.187047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-12T20:15:38.187444] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-12T20:15:38.188292] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-12T20:15:38.188356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:38.188386] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:38.188411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:38.188466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:38.261376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:38.262330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:38.262419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:38.262453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:38.396459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:38.396629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:38.396670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:38.396699] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:38.400233] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-12T20:15:38.400527] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-12T20:15:38.400679] [INFO ] [sig       ] AGYS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:38.542588] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGYS.txt
[2025-12-12T20:15:38.542724] [INFO ] [sig       ] [101/3596] Completed AGYS in 0.4s | 2.91 sym/s | Total: 34.8s | ETA: 20.0m
[2025-12-12T20:15:38.542763] [INFO ] [sig       ] [102/3596] Forecasting AGZD...
[2025-12-12T20:15:38.542792] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-12T20:15:38.542823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-12T20:15:38.554336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-12T20:15:38.554874] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-12T20:15:38.555858] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-12T20:15:38.555909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:38.555940] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:38.555965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:38.556020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:38.619483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:38.620372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:38.620454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:38.620487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:38.734234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:38.734386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:38.734427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:38.734456] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:38.737994] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-12-12T20:15:38.738321] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-12T20:15:38.738456] [INFO ] [sig       ] AGZD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:38.890094] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AGZD.txt
[2025-12-12T20:15:38.890292] [INFO ] [sig       ] [102/3596] Completed AGZD in 0.3s | 2.91 sym/s | Total: 35.1s | ETA: 20.0m
[2025-12-12T20:15:38.890343] [INFO ] [sig       ] [103/3596] Forecasting AHCO...
[2025-12-12T20:15:38.890375] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-12T20:15:38.890409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-12T20:15:38.903272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-12T20:15:38.903684] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-12T20:15:38.904543] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-12T20:15:38.904620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:38.904655] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:38.904685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:38.904743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:38.963565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:38.964445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:38.964531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:38.964564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:39.085879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:39.086035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:39.086075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:39.086104] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:39.089534] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-12-12T20:15:39.089869] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-12T20:15:39.090004] [INFO ] [sig       ] AHCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:39.231180] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AHCO.txt
[2025-12-12T20:15:39.231344] [INFO ] [sig       ] [103/3596] Completed AHCO in 0.3s | 2.91 sym/s | Total: 35.4s | ETA: 20.0m
[2025-12-12T20:15:39.231386] [INFO ] [sig       ] [104/3596] Forecasting AHH...
[2025-12-12T20:15:39.231416] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-12T20:15:39.231449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-12T20:15:39.242884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-12T20:15:39.243251] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-12T20:15:39.244080] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-12T20:15:39.244133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:39.244165] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:39.244191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:39.244248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:39.303147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:39.304051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:39.304134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:39.304168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:39.432257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:39.432450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:39.432497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:39.432526] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:39.436191] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-12T20:15:39.436510] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-12T20:15:39.436676] [INFO ] [sig       ] AHH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:39.579623] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AHH.txt
[2025-12-12T20:15:39.579809] [INFO ] [sig       ] [104/3596] Completed AHH in 0.3s | 2.91 sym/s | Total: 35.8s | ETA: 20.0m
[2025-12-12T20:15:39.579864] [INFO ] [sig       ] [105/3596] Forecasting AI...
[2025-12-12T20:15:39.579897] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-12T20:15:39.579929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-12T20:15:39.593412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-12T20:15:39.593780] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-12T20:15:39.594562] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-12T20:15:39.594633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:39.594665] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:39.594692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:39.594749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:39.653809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:39.654647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:39.654780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:39.654818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:39.779506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:39.779704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:39.779748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:39.779778] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:39.783393] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=57.92%)
[2025-12-12T20:15:39.783706] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-12T20:15:39.783845] [INFO ] [sig       ] AI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:39.929767] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AI.txt
[2025-12-12T20:15:39.929912] [INFO ] [sig       ] [105/3596] Completed AI in 0.4s | 2.91 sym/s | Total: 36.1s | ETA: 20.0m
[2025-12-12T20:15:39.929952] [INFO ] [sig       ] [106/3596] Forecasting AIA...
[2025-12-12T20:15:39.929983] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-12T20:15:39.930015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-12T20:15:39.942559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-12T20:15:39.942981] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-12T20:15:39.943824] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-12T20:15:39.943879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:39.943912] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:39.943940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:39.943998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:40.006825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:40.007931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:40.008021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:40.008055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:40.134843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:40.135020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:40.135067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:40.135096] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:40.138928] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-12-12T20:15:40.139252] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-12T20:15:40.139424] [INFO ] [sig       ] AIA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:40.314624] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIA.txt
[2025-12-12T20:15:40.314801] [INFO ] [sig       ] [106/3596] Completed AIA in 0.4s | 2.90 sym/s | Total: 36.5s | ETA: 20.0m
[2025-12-12T20:15:40.314843] [INFO ] [sig       ] [107/3596] Forecasting AIFF...
[2025-12-12T20:15:40.314874] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-12T20:15:40.314905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-12T20:15:40.328254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-12T20:15:40.328665] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-12T20:15:40.329691] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-12T20:15:40.329749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:40.329781] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:40.329807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:40.329863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:40.391721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:40.392697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:40.392786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:40.392819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:40.521824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:40.521977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:40.522018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:40.522046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:40.525696] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-12-12T20:15:40.525999] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-12T20:15:40.526134] [INFO ] [sig       ] AIFF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:40.673685] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIFF.txt
[2025-12-12T20:15:40.673841] [INFO ] [sig       ] [107/3596] Completed AIFF in 0.4s | 2.90 sym/s | Total: 36.9s | ETA: 20.0m
[2025-12-12T20:15:40.673881] [INFO ] [sig       ] [108/3596] Forecasting AIG...
[2025-12-12T20:15:40.673911] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-12T20:15:40.673941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-12T20:15:40.686160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-12T20:15:40.686516] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-12T20:15:40.687364] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-12T20:15:40.687418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:40.687450] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:40.687476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:40.687533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:40.748413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:40.749285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:40.749366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:40.749420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:40.875343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:40.875502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:40.875588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:40.875627] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:40.879206] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-12T20:15:40.879497] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-12T20:15:40.879681] [INFO ] [sig       ] AIG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:41.038628] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIG.txt
[2025-12-12T20:15:41.038843] [INFO ] [sig       ] [108/3596] Completed AIG in 0.4s | 2.90 sym/s | Total: 37.3s | ETA: 20.1m
[2025-12-12T20:15:41.038887] [INFO ] [sig       ] [109/3596] Forecasting AIMD...
[2025-12-12T20:15:41.038917] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-12T20:15:41.038949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-12T20:15:41.050609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-12T20:15:41.050997] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-12T20:15:41.051840] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-12T20:15:41.051894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:41.051926] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:41.051953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:41.052010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:41.112017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:41.112952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:41.113037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:41.113071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:41.242493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:41.242694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:41.242750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:41.242791] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:41.248096] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-12T20:15:41.248774] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-12T20:15:41.248977] [INFO ] [sig       ] AIMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:41.426069] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIMD.txt
[2025-12-12T20:15:41.426223] [INFO ] [sig       ] [109/3596] Completed AIMD in 0.4s | 2.90 sym/s | Total: 37.6s | ETA: 20.1m
[2025-12-12T20:15:41.426261] [INFO ] [sig       ] [110/3596] Forecasting AIO...
[2025-12-12T20:15:41.426290] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-12T20:15:41.426322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-12T20:15:41.439734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-12T20:15:41.440103] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-12T20:15:41.441077] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-12T20:15:41.441140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:41.441182] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:41.441230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:41.441311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:41.522514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:41.523752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:41.523868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:41.523919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:41.644021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:41.644171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:41.644214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:41.644244] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:41.647970] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-12T20:15:41.648269] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-12T20:15:41.648402] [INFO ] [sig       ] AIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:41.790235] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIO.txt
[2025-12-12T20:15:41.790374] [INFO ] [sig       ] [110/3596] Completed AIO in 0.4s | 2.89 sym/s | Total: 38.0s | ETA: 20.1m
[2025-12-12T20:15:41.790413] [INFO ] [sig       ] [111/3596] Forecasting AIP...
[2025-12-12T20:15:41.790441] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-12T20:15:41.790472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-12T20:15:41.801619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-12T20:15:41.801975] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-12T20:15:41.802802] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-12T20:15:41.802853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:41.802884] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:41.802910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:41.802965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:41.861002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:41.861902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:41.861986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:41.862019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:41.982807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:41.982961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:41.983001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:41.983029] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:41.986491] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-12T20:15:41.986806] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-12T20:15:41.986941] [INFO ] [sig       ] AIP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:42.131019] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AIP.txt
[2025-12-12T20:15:42.131203] [INFO ] [sig       ] [111/3596] Completed AIP in 0.3s | 2.89 sym/s | Total: 38.3s | ETA: 20.1m
[2025-12-12T20:15:42.131246] [INFO ] [sig       ] [112/3596] Forecasting AIPI...
[2025-12-12T20:15:42.131275] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-12T20:15:42.131308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-12T20:15:42.146325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-12T20:15:42.146827] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-12T20:15:42.147983] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-12T20:15:42.148057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:42.148156] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:42.148199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:42.148283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:42.216430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:42.217289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:42.217370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:42.217403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:42.334904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:42.335056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:42.335096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:42.335125] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:42.338489] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-12T20:15:42.338786] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-12T20:15:42.338914] [INFO ] [sig       ] AIPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:42.478832] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIPI.txt
[2025-12-12T20:15:42.479002] [INFO ] [sig       ] [112/3596] Completed AIPI in 0.3s | 2.89 sym/s | Total: 38.7s | ETA: 20.1m
[2025-12-12T20:15:42.479044] [INFO ] [sig       ] [113/3596] Forecasting AIQ...
[2025-12-12T20:15:42.479073] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-12T20:15:42.479104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-12T20:15:42.491045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-12T20:15:42.491397] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-12T20:15:42.492192] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-12T20:15:42.492250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:42.492289] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:42.492325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:42.492400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:42.552054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:42.552938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:42.553041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:42.553088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:42.673714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:42.673864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:42.673903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:42.673932] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:42.677326] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-12T20:15:42.677631] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-12T20:15:42.677762] [INFO ] [sig       ] AIQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:42.818248] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIQ.txt
[2025-12-12T20:15:42.818406] [INFO ] [sig       ] [113/3596] Completed AIQ in 0.3s | 2.90 sym/s | Total: 39.0s | ETA: 20.1m
[2025-12-12T20:15:42.818445] [INFO ] [sig       ] [114/3596] Forecasting AIRG...
[2025-12-12T20:15:42.818475] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-12T20:15:42.818506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-12T20:15:42.829865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-12T20:15:42.830175] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-12T20:15:42.830962] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-12T20:15:42.831014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:42.831046] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:42.831072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:42.831127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:42.887797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:42.888517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:42.888618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:42.888653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:42.994695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:42.994843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:42.994881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:42.994908] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:42.998216] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-12T20:15:42.998491] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-12T20:15:42.998636] [INFO ] [sig       ] AIRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:43.141119] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AIRG.txt
[2025-12-12T20:15:43.141265] [INFO ] [sig       ] [114/3596] Completed AIRG in 0.3s | 2.90 sym/s | Total: 39.4s | ETA: 20.0m
[2025-12-12T20:15:43.141303] [INFO ] [sig       ] [115/3596] Forecasting AIRJ...
[2025-12-12T20:15:43.141332] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-12T20:15:43.141362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-12T20:15:43.152746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-12T20:15:43.153060] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-12T20:15:43.153859] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-12T20:15:43.153912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:43.153943] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:43.153969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:43.154024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:43.210449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:43.211121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:43.211205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:43.211238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:43.332756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:43.332887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:43.332925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:43.332989] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:43.336293] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-12T20:15:43.336567] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-12T20:15:43.336732] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:43.473509] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AIRJ.txt
[2025-12-12T20:15:43.473654] [INFO ] [sig       ] [115/3596] Completed AIRJ in 0.3s | 2.90 sym/s | Total: 39.7s | ETA: 20.0m
[2025-12-12T20:15:43.473700] [INFO ] [sig       ] [116/3596] Forecasting AIRS...
[2025-12-12T20:15:43.473736] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-12T20:15:43.473766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-12T20:15:43.485316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-12T20:15:43.485612] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-12T20:15:43.486383] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-12T20:15:43.486435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:43.486466] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:43.486492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:43.486552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:43.543693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:43.544433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:43.544511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:43.544542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:43.681993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:43.682140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:43.682178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:43.682206] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:43.685549] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-12T20:15:43.685840] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-12T20:15:43.685965] [INFO ] [sig       ] AIRS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:43.856512] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AIRS.txt
[2025-12-12T20:15:43.856670] [INFO ] [sig       ] [116/3596] Completed AIRS in 0.4s | 2.90 sym/s | Total: 40.1s | ETA: 20.0m
[2025-12-12T20:15:43.856709] [INFO ] [sig       ] [117/3596] Forecasting AISP...
[2025-12-12T20:15:43.856738] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-12T20:15:43.856768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-12T20:15:43.868165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-12T20:15:43.868472] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-12T20:15:43.869254] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-12T20:15:43.869316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:43.869354] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:43.869385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:43.869450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:43.927724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:43.928346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:43.928422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:43.928454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:44.048958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:44.049066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:44.049102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:44.049130] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:44.052341] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=84.91%)
[2025-12-12T20:15:44.052625] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-12T20:15:44.052748] [INFO ] [sig       ] AISP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:44.194129] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AISP.txt
[2025-12-12T20:15:44.194250] [INFO ] [sig       ] [117/3596] Completed AISP in 0.3s | 2.90 sym/s | Total: 40.4s | ETA: 20.0m
[2025-12-12T20:15:44.194291] [INFO ] [sig       ] [118/3596] Forecasting AIZN...
[2025-12-12T20:15:44.194324] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-12T20:15:44.194356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-12T20:15:44.206555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-12T20:15:44.206886] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-12T20:15:44.207715] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-12T20:15:44.207778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:44.207817] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:44.207845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:44.207903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:44.268050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:44.268680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:44.268757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:44.268790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:44.377359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:44.377476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:44.377513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:44.377540] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:44.380847] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-12T20:15:44.381118] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-12T20:15:44.381239] [INFO ] [sig       ] AIZN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:44.523973] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AIZN.txt
[2025-12-12T20:15:44.524113] [INFO ] [sig       ] [118/3596] Completed AIZN in 0.3s | 2.90 sym/s | Total: 40.7s | ETA: 20.0m
[2025-12-12T20:15:44.524151] [INFO ] [sig       ] [119/3596] Forecasting AJG...
[2025-12-12T20:15:44.524181] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-12T20:15:44.524211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-12T20:15:44.535544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-12T20:15:44.535821] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-12T20:15:44.536599] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-12T20:15:44.536651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:44.536683] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:44.536710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:44.536766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:44.595989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:44.596616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:44.596693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:44.596726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:44.720060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:44.720180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:44.720220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:44.720264] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:44.723594] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-12-12T20:15:44.723865] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-12T20:15:44.723994] [INFO ] [sig       ] AJG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:44.868479] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AJG.txt
[2025-12-12T20:15:44.868674] [INFO ] [sig       ] [119/3596] Completed AJG in 0.3s | 2.90 sym/s | Total: 41.1s | ETA: 20.0m
[2025-12-12T20:15:44.868716] [INFO ] [sig       ] [120/3596] Forecasting AKAM...
[2025-12-12T20:15:44.868747] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-12T20:15:44.868777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-12T20:15:44.884186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-12T20:15:44.884694] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-12T20:15:44.885879] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-12T20:15:44.885964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:44.886019] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:44.886064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:44.886144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:44.953162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:44.954092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:44.954176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:44.954209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:45.074140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:45.074304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:45.074343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:45.074370] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:45.078326] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-12T20:15:45.078728] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-12T20:15:45.078882] [INFO ] [sig       ] AKAM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:45.257131] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AKAM.txt
[2025-12-12T20:15:45.257304] [INFO ] [sig       ] [120/3596] Completed AKAM in 0.4s | 2.89 sym/s | Total: 41.5s | ETA: 20.0m
[2025-12-12T20:15:45.257346] [INFO ] [sig       ] [121/3596] Forecasting AKBA...
[2025-12-12T20:15:45.257381] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-12T20:15:45.257413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-12T20:15:45.273635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-12T20:15:45.274143] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-12T20:15:45.275342] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-12T20:15:45.275413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:45.275460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:45.275503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:45.275611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:45.361960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:45.363198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:45.363329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:45.363404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:45.541569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:45.541793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:45.541861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:45.541912] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:45.547639] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-12-12T20:15:45.548207] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-12T20:15:45.548433] [INFO ] [sig       ] AKBA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:45.749231] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AKBA.txt
[2025-12-12T20:15:45.749470] [INFO ] [sig       ] [121/3596] Completed AKBA in 0.5s | 2.88 sym/s | Total: 42.0s | ETA: 20.1m
[2025-12-12T20:15:45.749540] [INFO ] [sig       ] [122/3596] Forecasting AL...
[2025-12-12T20:15:45.749635] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-12T20:15:45.749690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-12T20:15:45.766742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-12T20:15:45.767287] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-12T20:15:45.768606] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-12T20:15:45.768682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:45.768734] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:45.768781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:45.768875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:45.861942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:45.863145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:45.863300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:45.863356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:46.019349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:46.019511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:46.019590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:46.019624] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:46.023457] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-12T20:15:46.023829] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-12T20:15:46.023977] [INFO ] [sig       ] AL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:46.198541] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AL.txt
[2025-12-12T20:15:46.198738] [INFO ] [sig       ] [122/3596] Completed AL in 0.4s | 2.88 sym/s | Total: 42.4s | ETA: 20.1m
[2025-12-12T20:15:46.198781] [INFO ] [sig       ] [123/3596] Forecasting ALAB...
[2025-12-12T20:15:46.198811] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-12T20:15:46.198842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-12T20:15:46.210730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-12T20:15:46.211126] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-12T20:15:46.211991] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-12T20:15:46.212046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:46.212080] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:46.212107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:46.212178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:46.272054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:46.273169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:46.273251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:46.273284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:46.402112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:46.402274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:46.402332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:46.402375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:46.406300] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-12T20:15:46.406641] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-12T20:15:46.406780] [INFO ] [sig       ] ALAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:46.561716] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALAB.txt
[2025-12-12T20:15:46.561876] [INFO ] [sig       ] [123/3596] Completed ALAB in 0.4s | 2.88 sym/s | Total: 42.8s | ETA: 20.1m
[2025-12-12T20:15:46.561916] [INFO ] [sig       ] [124/3596] Forecasting ALB...
[2025-12-12T20:15:46.561945] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-12T20:15:46.561976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-12T20:15:46.573941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-12T20:15:46.574301] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-12T20:15:46.575142] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-12T20:15:46.575196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:46.575229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:46.575258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:46.575317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:46.634021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:46.634917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:46.635002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:46.635034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:46.758555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:46.758727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:46.758768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:46.758796] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:46.762189] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-12T20:15:46.762469] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-12T20:15:46.762617] [INFO ] [sig       ] ALB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:46.903331] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALB.txt
[2025-12-12T20:15:46.903498] [INFO ] [sig       ] [124/3596] Completed ALB in 0.3s | 2.88 sym/s | Total: 43.1s | ETA: 20.1m
[2025-12-12T20:15:46.903539] [INFO ] [sig       ] [125/3596] Forecasting ALC...
[2025-12-12T20:15:46.903591] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-12T20:15:46.903632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-12T20:15:46.915759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-12T20:15:46.916137] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-12T20:15:46.916942] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-12T20:15:46.917007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:46.917038] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:46.917065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:46.917126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:46.976843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:46.977708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:46.977792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:46.977826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:47.097831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:47.097973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:47.098012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:47.098041] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:47.101474] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-12T20:15:47.101778] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-12T20:15:47.101908] [INFO ] [sig       ] ALC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:47.241268] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALC.txt
[2025-12-12T20:15:47.241421] [INFO ] [sig       ] [125/3596] Completed ALC in 0.3s | 2.88 sym/s | Total: 43.5s | ETA: 20.1m
[2025-12-12T20:15:47.241460] [INFO ] [sig       ] [126/3596] Forecasting ALCO...
[2025-12-12T20:15:47.241490] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-12T20:15:47.241520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-12T20:15:47.253365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-12T20:15:47.253717] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-12T20:15:47.254481] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-12T20:15:47.254533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:47.254565] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:47.254613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:47.254669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:47.314486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:47.315202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:47.315283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:47.315317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:47.446666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:47.446837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:47.446887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:47.446927] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:47.451746] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-12T20:15:47.452116] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-12T20:15:47.452298] [INFO ] [sig       ] ALCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:47.598839] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALCO.txt
[2025-12-12T20:15:47.598998] [INFO ] [sig       ] [126/3596] Completed ALCO in 0.4s | 2.88 sym/s | Total: 43.8s | ETA: 20.1m
[2025-12-12T20:15:47.599037] [INFO ] [sig       ] [127/3596] Forecasting ALDX...
[2025-12-12T20:15:47.599066] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-12T20:15:47.599099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-12T20:15:47.610486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-12T20:15:47.610854] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-12T20:15:47.611688] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-12T20:15:47.611741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:47.611772] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:47.611798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:47.611854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:47.670230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:47.671138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:47.671221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:47.671254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:47.793979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:47.794130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:47.794169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:47.794198] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:47.797974] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-12T20:15:47.798304] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-12T20:15:47.798501] [INFO ] [sig       ] ALDX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:47.944763] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALDX.txt
[2025-12-12T20:15:47.944914] [INFO ] [sig       ] [127/3596] Completed ALDX in 0.3s | 2.88 sym/s | Total: 44.2s | ETA: 20.1m
[2025-12-12T20:15:47.944955] [INFO ] [sig       ] [128/3596] Forecasting ALE...
[2025-12-12T20:15:47.944984] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-12T20:15:47.945015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-12T20:15:47.956265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-12T20:15:47.956635] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-12T20:15:47.957651] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-12T20:15:47.957714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:47.957755] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:47.957793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:47.957870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:48.016783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:48.017630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:48.017709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:48.017741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:48.138096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:48.138246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:48.138285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:48.138315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:48.141771] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-12T20:15:48.142095] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-12T20:15:48.142242] [INFO ] [sig       ] ALE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:48.285382] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALE.txt
[2025-12-12T20:15:48.285531] [INFO ] [sig       ] [128/3596] Completed ALE in 0.3s | 2.88 sym/s | Total: 44.5s | ETA: 20.1m
[2025-12-12T20:15:48.285589] [INFO ] [sig       ] [129/3596] Forecasting ALEC...
[2025-12-12T20:15:48.285622] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-12T20:15:48.285654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-12T20:15:48.297767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-12T20:15:48.298111] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-12T20:15:48.298990] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-12T20:15:48.299045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:48.299105] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:48.299135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:48.299194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:48.361774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:48.362614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:48.362697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:48.362731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:48.487767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:48.487922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:48.487963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:48.487992] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:48.491765] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-12T20:15:48.492059] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-12T20:15:48.492190] [INFO ] [sig       ] ALEC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:48.635257] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALEC.txt
[2025-12-12T20:15:48.635391] [INFO ] [sig       ] [129/3596] Completed ALEC in 0.3s | 2.88 sym/s | Total: 44.8s | ETA: 20.1m
[2025-12-12T20:15:48.635430] [INFO ] [sig       ] [130/3596] Forecasting ALEX...
[2025-12-12T20:15:48.635460] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-12T20:15:48.635489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-12T20:15:48.647185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-12T20:15:48.647487] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-12T20:15:48.648308] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-12T20:15:48.648369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:48.648411] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:48.648441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:48.648498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:48.709058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:48.709921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:48.710016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:48.710063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:48.831189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:48.831370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:48.831433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:48.831479] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:48.835820] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2025-12-12T20:15:48.836187] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-12T20:15:48.836350] [INFO ] [sig       ] ALEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:49.025455] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALEX.txt
[2025-12-12T20:15:49.025641] [INFO ] [sig       ] [130/3596] Completed ALEX in 0.4s | 2.87 sym/s | Total: 45.2s | ETA: 20.1m
[2025-12-12T20:15:49.025683] [INFO ] [sig       ] [131/3596] Forecasting ALG...
[2025-12-12T20:15:49.025713] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-12T20:15:49.025742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-12T20:15:49.037609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-12T20:15:49.037934] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-12T20:15:49.038734] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-12T20:15:49.038785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:49.038816] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:49.038841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:49.038896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:49.103855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:49.104756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:49.104842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:49.104876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:49.239921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:49.240080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:49.240120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:49.240148] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:49.243589] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-12T20:15:49.243897] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-12T20:15:49.244040] [INFO ] [sig       ] ALG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:49.387782] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALG.txt
[2025-12-12T20:15:49.387927] [INFO ] [sig       ] [131/3596] Completed ALG in 0.4s | 2.87 sym/s | Total: 45.6s | ETA: 20.1m
[2025-12-12T20:15:49.387966] [INFO ] [sig       ] [132/3596] Forecasting ALGM...
[2025-12-12T20:15:49.387995] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-12T20:15:49.388026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-12T20:15:49.400465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-12T20:15:49.400771] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-12T20:15:49.401535] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-12T20:15:49.401605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:49.401638] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:49.401665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:49.401720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:49.459315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:49.459981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:49.460058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:49.460091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:49.581689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:49.581849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:49.581887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:49.581942] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:49.585265] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-12T20:15:49.585536] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-12T20:15:49.585679] [INFO ] [sig       ] ALGM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:49.729905] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALGM.txt
[2025-12-12T20:15:49.730065] [INFO ] [sig       ] [132/3596] Completed ALGM in 0.3s | 2.87 sym/s | Total: 45.9s | ETA: 20.1m
[2025-12-12T20:15:49.730105] [INFO ] [sig       ] [133/3596] Forecasting ALGN...
[2025-12-12T20:15:49.730135] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-12T20:15:49.730166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-12T20:15:49.741985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-12T20:15:49.742346] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-12T20:15:49.743147] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-12T20:15:49.743199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:49.743230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:49.743257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:49.743313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:49.802448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:49.803300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:49.803381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:49.803414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:49.922500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:49.922677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:49.922717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:49.922746] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:49.926217] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=83.54%)
[2025-12-12T20:15:49.926532] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-12T20:15:49.926686] [INFO ] [sig       ] ALGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:50.068549] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALGN.txt
[2025-12-12T20:15:50.068733] [INFO ] [sig       ] [133/3596] Completed ALGN in 0.3s | 2.87 sym/s | Total: 46.3s | ETA: 20.1m
[2025-12-12T20:15:50.068774] [INFO ] [sig       ] [134/3596] Forecasting ALGS...
[2025-12-12T20:15:50.068804] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-12T20:15:50.068834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-12T20:15:50.080547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-12T20:15:50.080909] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-12T20:15:50.081709] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-12T20:15:50.081764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:50.081795] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:50.081823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:50.081880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:50.142019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:50.142907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:50.142990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:50.143024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:50.261781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:50.261934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:50.261976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:50.262014] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:50.265726] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-12-12T20:15:50.266031] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-12T20:15:50.266172] [INFO ] [sig       ] ALGS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:50.410247] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALGS.txt
[2025-12-12T20:15:50.410398] [INFO ] [sig       ] [134/3596] Completed ALGS in 0.3s | 2.87 sym/s | Total: 46.6s | ETA: 20.1m
[2025-12-12T20:15:50.410445] [INFO ] [sig       ] [135/3596] Forecasting ALHC...
[2025-12-12T20:15:50.410481] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-12T20:15:50.410520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-12T20:15:50.422918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-12T20:15:50.423233] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-12T20:15:50.424150] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-12T20:15:50.424214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:50.424249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:50.424276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:50.424333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:50.484470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:50.485271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:50.485355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:50.485388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:50.604448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:50.604635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:50.604682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:50.604712] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:50.608215] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-12T20:15:50.608516] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-12T20:15:50.608674] [INFO ] [sig       ] ALHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:50.762022] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALHC.txt
[2025-12-12T20:15:50.762194] [INFO ] [sig       ] [135/3596] Completed ALHC in 0.4s | 2.87 sym/s | Total: 47.0s | ETA: 20.1m
[2025-12-12T20:15:50.762233] [INFO ] [sig       ] [136/3596] Forecasting ALK...
[2025-12-12T20:15:50.762261] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-12T20:15:50.762292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-12T20:15:50.775319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-12T20:15:50.775736] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-12T20:15:50.776539] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-12T20:15:50.776612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:50.776657] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:50.776686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:50.776742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:50.838084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:50.838999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:50.839082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:50.839116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:50.964889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:50.965040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:50.965082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:50.965113] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:50.968647] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=72.42%)
[2025-12-12T20:15:50.968947] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-12T20:15:50.969080] [INFO ] [sig       ] ALK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:51.117194] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALK.txt
[2025-12-12T20:15:51.117404] [INFO ] [sig       ] [136/3596] Completed ALK in 0.4s | 2.87 sym/s | Total: 47.3s | ETA: 20.1m
[2025-12-12T20:15:51.117455] [INFO ] [sig       ] [137/3596] Forecasting ALKS...
[2025-12-12T20:15:51.117485] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-12T20:15:51.117520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-12T20:15:51.131656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-12T20:15:51.132111] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-12T20:15:51.133125] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-12T20:15:51.133188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:51.133226] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:51.133260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:51.133337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:51.198730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:51.199612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:51.199719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:51.199753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:51.316563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:51.316726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:51.316765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:51.316793] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:51.320224] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-12-12T20:15:51.320507] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-12T20:15:51.320657] [INFO ] [sig       ] ALKS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:51.463390] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALKS.txt
[2025-12-12T20:15:51.463588] [INFO ] [sig       ] [137/3596] Completed ALKS in 0.3s | 2.87 sym/s | Total: 47.7s | ETA: 20.1m
[2025-12-12T20:15:51.463630] [INFO ] [sig       ] [138/3596] Forecasting ALL...
[2025-12-12T20:15:51.463660] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-12T20:15:51.463691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-12T20:15:51.476527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-12T20:15:51.476958] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-12T20:15:51.477822] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-12T20:15:51.477878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:51.477912] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:51.477939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:51.477997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:51.536491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:51.537381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:51.537468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:51.537500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:51.658751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:51.658900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:51.658939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:51.658968] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:51.662380] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-12T20:15:51.662681] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-12T20:15:51.662813] [INFO ] [sig       ] ALL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:51.801643] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALL.txt
[2025-12-12T20:15:51.801776] [INFO ] [sig       ] [138/3596] Completed ALL in 0.3s | 2.87 sym/s | Total: 48.0s | ETA: 20.1m
[2025-12-12T20:15:51.801814] [INFO ] [sig       ] [139/3596] Forecasting ALLE...
[2025-12-12T20:15:51.801843] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-12T20:15:51.801873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-12T20:15:51.814166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-12T20:15:51.814477] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-12T20:15:51.815251] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-12T20:15:51.815303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:51.815333] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:51.815359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:51.815416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:51.873836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:51.874661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:51.874770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:51.874803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:51.993208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:51.993358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:51.993402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:51.993432] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:51.996995] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2025-12-12T20:15:51.997276] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-12T20:15:51.997404] [INFO ] [sig       ] ALLE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:52.138084] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALLE.txt
[2025-12-12T20:15:52.138231] [INFO ] [sig       ] [139/3596] Completed ALLE in 0.3s | 2.87 sym/s | Total: 48.4s | ETA: 20.0m
[2025-12-12T20:15:52.138276] [INFO ] [sig       ] [140/3596] Forecasting ALLO...
[2025-12-12T20:15:52.138307] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-12T20:15:52.138338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-12T20:15:52.150415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-12T20:15:52.150798] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-12T20:15:52.151612] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-12T20:15:52.151664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:52.151696] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:52.151722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:52.151778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:52.208272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:52.208923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:52.209001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:52.209033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:52.328728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:52.328864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:52.328903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:52.328929] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:52.332240] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-12T20:15:52.332513] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-12T20:15:52.332656] [INFO ] [sig       ] ALLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:52.471088] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALLO.txt
[2025-12-12T20:15:52.471216] [INFO ] [sig       ] [140/3596] Completed ALLO in 0.3s | 2.88 sym/s | Total: 48.7s | ETA: 20.0m
[2025-12-12T20:15:52.471255] [INFO ] [sig       ] [141/3596] Forecasting ALLY...
[2025-12-12T20:15:52.471284] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-12T20:15:52.471316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-12T20:15:52.483683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-12T20:15:52.484010] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-12T20:15:52.484873] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-12T20:15:52.484926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:52.484958] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:52.484985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:52.485041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:52.544072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:52.544709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:52.544800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:52.544839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:52.671483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:52.671665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:52.671719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:52.671755] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:52.675890] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-12T20:15:52.676295] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-12T20:15:52.676492] [INFO ] [sig       ] ALLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:52.829060] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALLY.txt
[2025-12-12T20:15:52.829220] [INFO ] [sig       ] [141/3596] Completed ALLY in 0.4s | 2.88 sym/s | Total: 49.0s | ETA: 20.0m
[2025-12-12T20:15:52.829259] [INFO ] [sig       ] [142/3596] Forecasting ALMS...
[2025-12-12T20:15:52.829287] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-12T20:15:52.829319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-12T20:15:52.843585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-12T20:15:52.843943] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-12T20:15:52.844746] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-12T20:15:52.844798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:52.844831] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:52.844857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:52.844912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:52.903540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:52.904567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:52.904670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:52.904703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:53.025097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:53.025242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:53.025281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:53.025312] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:53.028656] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-12T20:15:53.028930] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-12T20:15:53.029057] [INFO ] [sig       ] ALMS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:53.169346] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALMS.txt
[2025-12-12T20:15:53.169532] [INFO ] [sig       ] [142/3596] Completed ALMS in 0.3s | 2.88 sym/s | Total: 49.4s | ETA: 20.0m
[2025-12-12T20:15:53.169609] [INFO ] [sig       ] [143/3596] Forecasting ALNY...
[2025-12-12T20:15:53.169641] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-12T20:15:53.169673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-12T20:15:53.180998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-12T20:15:53.181306] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-12T20:15:53.182101] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-12T20:15:53.182153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:53.182185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:53.182211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:53.182267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:53.239308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:53.239978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:53.240054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:53.240085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:53.358003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:53.358147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:53.358201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:53.358231] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:53.361697] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=34.13%)
[2025-12-12T20:15:53.361980] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-12T20:15:53.362110] [INFO ] [sig       ] ALNY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:53.504403] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALNY.txt
[2025-12-12T20:15:53.504593] [INFO ] [sig       ] [143/3596] Completed ALNY in 0.3s | 2.88 sym/s | Total: 49.7s | ETA: 20.0m
[2025-12-12T20:15:53.504644] [INFO ] [sig       ] [144/3596] Forecasting ALRM...
[2025-12-12T20:15:53.504674] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-12T20:15:53.504706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-12T20:15:53.516140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-12T20:15:53.516474] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-12T20:15:53.517283] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-12T20:15:53.517334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:53.517366] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:53.517392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:53.517447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:53.575355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:53.576102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:53.576179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:53.576211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:53.703451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:53.703617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:53.703661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:53.703689] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:53.707045] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-12T20:15:53.707319] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-12T20:15:53.707447] [INFO ] [sig       ] ALRM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:53.849323] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALRM.txt
[2025-12-12T20:15:53.849482] [INFO ] [sig       ] [144/3596] Completed ALRM in 0.3s | 2.88 sym/s | Total: 50.1s | ETA: 20.0m
[2025-12-12T20:15:53.849521] [INFO ] [sig       ] [145/3596] Forecasting ALRS...
[2025-12-12T20:15:53.849594] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-12T20:15:53.849631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-12T20:15:53.861041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-12T20:15:53.861322] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-12T20:15:53.862146] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-12T20:15:53.862198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:53.862230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:53.862256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:53.862311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:53.920955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:53.921835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:53.921935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:53.921970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:54.045585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:54.045736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:54.045776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:54.045806] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:54.049271] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-12T20:15:54.049613] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-12T20:15:54.049750] [INFO ] [sig       ] ALRS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:54.194077] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALRS.txt
[2025-12-12T20:15:54.194240] [INFO ] [sig       ] [145/3596] Completed ALRS in 0.3s | 2.88 sym/s | Total: 50.4s | ETA: 20.0m
[2025-12-12T20:15:54.194280] [INFO ] [sig       ] [146/3596] Forecasting ALSN...
[2025-12-12T20:15:54.194308] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-12T20:15:54.194339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-12T20:15:54.206593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-12T20:15:54.206955] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-12T20:15:54.207811] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-12T20:15:54.207868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:54.207926] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:54.207954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:54.208009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:54.266721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:54.267566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:54.267667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:54.267700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:54.384215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:54.384365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:54.384405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:54.384433] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:54.387838] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-12-12T20:15:54.388122] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-12T20:15:54.388254] [INFO ] [sig       ] ALSN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:54.530668] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALSN.txt
[2025-12-12T20:15:54.530842] [INFO ] [sig       ] [146/3596] Completed ALSN in 0.3s | 2.88 sym/s | Total: 50.7s | ETA: 20.0m
[2025-12-12T20:15:54.530884] [INFO ] [sig       ] [147/3596] Forecasting ALTG...
[2025-12-12T20:15:54.530912] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-12T20:15:54.530944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-12T20:15:54.543362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-12T20:15:54.543932] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-12T20:15:54.545021] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-12T20:15:54.545082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:54.545126] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:54.545154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:54.545214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:54.616410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:54.617355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:54.617446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:54.617481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:54.736170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:54.736339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:54.736381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:54.736409] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:54.740071] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=39.27%)
[2025-12-12T20:15:54.740380] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-12T20:15:54.740524] [INFO ] [sig       ] ALTG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:54.888839] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALTG.txt
[2025-12-12T20:15:54.889025] [INFO ] [sig       ] [147/3596] Completed ALTG in 0.4s | 2.88 sym/s | Total: 51.1s | ETA: 20.0m
[2025-12-12T20:15:54.889067] [INFO ] [sig       ] [148/3596] Forecasting ALTI...
[2025-12-12T20:15:54.889096] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-12T20:15:54.889128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-12T20:15:54.905399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-12T20:15:54.906000] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-12T20:15:54.907128] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-12T20:15:54.907190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:54.907228] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:54.907255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:54.907316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:54.982988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:54.984873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:54.985097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:54.985132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:55.108664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:55.108822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:55.108863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:55.108892] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:55.112470] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-12T20:15:55.112780] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-12T20:15:55.112917] [INFO ] [sig       ] ALTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:55.255914] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALTI.txt
[2025-12-12T20:15:55.256080] [INFO ] [sig       ] [148/3596] Completed ALTI in 0.4s | 2.88 sym/s | Total: 51.5s | ETA: 20.0m
[2025-12-12T20:15:55.256121] [INFO ] [sig       ] [149/3596] Forecasting ALTS...
[2025-12-12T20:15:55.256149] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-12T20:15:55.256181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-12T20:15:55.268434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-12T20:15:55.268767] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-12T20:15:55.269599] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-12T20:15:55.269652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:55.269684] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:55.269710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:55.269766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:55.328236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:55.329157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:55.329242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:55.329276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:55.456930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:55.457083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:55.457125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:55.457188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:55.461068] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-12T20:15:55.461370] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-12T20:15:55.461510] [INFO ] [sig       ] ALTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:55.611561] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALTS.txt
[2025-12-12T20:15:55.611805] [INFO ] [sig       ] [149/3596] Completed ALTS in 0.4s | 2.88 sym/s | Total: 51.8s | ETA: 20.0m
[2025-12-12T20:15:55.611866] [INFO ] [sig       ] [150/3596] Forecasting ALTY...
[2025-12-12T20:15:55.611909] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-12T20:15:55.611955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-12T20:15:55.625943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-12T20:15:55.626420] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-12T20:15:55.627702] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-12T20:15:55.627769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:55.627818] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:55.627852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:55.627911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:55.691839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:55.692727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:55.692813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:55.692862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:55.800438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:55.800624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:55.800673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:55.800707] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:55.804099] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-12-12T20:15:55.804374] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-12T20:15:55.804500] [INFO ] [sig       ] ALTY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:55.942962] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALTY.txt
[2025-12-12T20:15:55.943130] [INFO ] [sig       ] [150/3596] Completed ALTY in 0.3s | 2.88 sym/s | Total: 52.2s | ETA: 20.0m
[2025-12-12T20:15:55.943170] [INFO ] [sig       ] [151/3596] Forecasting ALVO...
[2025-12-12T20:15:55.943206] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-12T20:15:55.943239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-12T20:15:55.956626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-12T20:15:55.957114] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-12T20:15:55.958104] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-12T20:15:55.958160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:55.958193] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:55.958220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:55.958278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:56.021059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:56.021948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:56.022036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:56.022068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:56.141219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:56.141382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:56.141424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:56.141454] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:56.144905] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-12T20:15:56.145190] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-12T20:15:56.145322] [INFO ] [sig       ] ALVO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:56.284603] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALVO.txt
[2025-12-12T20:15:56.284759] [INFO ] [sig       ] [151/3596] Completed ALVO in 0.3s | 2.88 sym/s | Total: 52.5s | ETA: 20.0m
[2025-12-12T20:15:56.284798] [INFO ] [sig       ] [152/3596] Forecasting ALX...
[2025-12-12T20:15:56.284827] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-12T20:15:56.284861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-12T20:15:56.296450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-12T20:15:56.296855] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-12T20:15:56.297704] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-12T20:15:56.297759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:56.297791] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:56.297818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:56.297876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:56.357099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:56.357867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:56.357948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:56.357980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:56.470488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:56.470686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:56.470737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:56.470766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:56.474446] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-12T20:15:56.474824] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-12T20:15:56.474973] [INFO ] [sig       ] ALX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:56.620078] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALX.txt
[2025-12-12T20:15:56.620244] [INFO ] [sig       ] [152/3596] Completed ALX in 0.3s | 2.88 sym/s | Total: 52.8s | ETA: 20.0m
[2025-12-12T20:15:56.620284] [INFO ] [sig       ] [153/3596] Forecasting ALXO...
[2025-12-12T20:15:56.620312] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-12T20:15:56.620343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-12T20:15:56.631854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-12T20:15:56.632197] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-12T20:15:56.632991] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-12T20:15:56.633043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:56.633074] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:56.633103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:56.633159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:56.694345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:56.695313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:56.695398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:56.695432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:56.816602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:56.816757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:56.816796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:56.816826] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:56.820493] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-12-12T20:15:56.820844] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-12T20:15:56.820993] [INFO ] [sig       ] ALXO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:56.970063] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ALXO.txt
[2025-12-12T20:15:56.970245] [INFO ] [sig       ] [153/3596] Completed ALXO in 0.3s | 2.88 sym/s | Total: 53.2s | ETA: 19.9m
[2025-12-12T20:15:56.970287] [INFO ] [sig       ] [154/3596] Forecasting ALZN...
[2025-12-12T20:15:56.970315] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-12T20:15:56.970347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-12T20:15:56.985232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-12T20:15:56.985779] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-12T20:15:56.986701] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-12T20:15:56.986758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:56.986791] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:56.986817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:56.986873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:57.047837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:57.048778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:57.048864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:57.048897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:57.167650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:57.167818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:57.167859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:57.167905] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:57.171449] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-12T20:15:57.171834] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-12T20:15:57.171986] [INFO ] [sig       ] ALZN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:57.314188] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ALZN.txt
[2025-12-12T20:15:57.314352] [INFO ] [sig       ] [154/3596] Completed ALZN in 0.3s | 2.88 sym/s | Total: 53.5s | ETA: 19.9m
[2025-12-12T20:15:57.314392] [INFO ] [sig       ] [155/3596] Forecasting AM...
[2025-12-12T20:15:57.314421] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-12T20:15:57.314454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-12T20:15:57.326144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-12T20:15:57.326504] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-12T20:15:57.327302] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-12T20:15:57.327353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:57.327384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:57.327410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:57.327467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:57.386279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:57.387163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:57.387251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:57.387285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:57.511345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:57.511508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:57.511553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:57.511612] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:57.515200] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-12T20:15:57.515544] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-12T20:15:57.515709] [INFO ] [sig       ] AM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:57.672319] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AM.txt
[2025-12-12T20:15:57.672486] [INFO ] [sig       ] [155/3596] Completed AM in 0.4s | 2.88 sym/s | Total: 53.9s | ETA: 19.9m
[2025-12-12T20:15:57.672527] [INFO ] [sig       ] [156/3596] Forecasting AMAL...
[2025-12-12T20:15:57.672556] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-12T20:15:57.672606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-12T20:15:57.687615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-12T20:15:57.688083] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-12T20:15:57.689065] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-12T20:15:57.689129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:57.689168] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:57.689203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:57.689280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:57.759751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:57.760931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:57.761057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:57.761111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:57.887016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:57.887173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:57.887214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:57.887242] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:57.890733] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-12-12T20:15:57.891011] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-12T20:15:57.891141] [INFO ] [sig       ] AMAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:58.027769] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMAL.txt
[2025-12-12T20:15:58.027915] [INFO ] [sig       ] [156/3596] Completed AMAL in 0.4s | 2.88 sym/s | Total: 54.2s | ETA: 19.9m
[2025-12-12T20:15:58.027960] [INFO ] [sig       ] [157/3596] Forecasting AMBA...
[2025-12-12T20:15:58.027989] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-12T20:15:58.028021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-12T20:15:58.039398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-12T20:15:58.039769] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-12T20:15:58.040540] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-12T20:15:58.040611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:58.040644] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:58.040670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:58.040727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:58.099075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:58.099782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:58.099862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:58.099894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:58.223677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:58.223843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:58.223883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:58.223911] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:58.227440] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-12T20:15:58.227788] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-12T20:15:58.227936] [INFO ] [sig       ] AMBA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:58.369597] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMBA.txt
[2025-12-12T20:15:58.369769] [INFO ] [sig       ] [157/3596] Completed AMBA in 0.3s | 2.88 sym/s | Total: 54.6s | ETA: 19.9m
[2025-12-12T20:15:58.369809] [INFO ] [sig       ] [158/3596] Forecasting AMBP...
[2025-12-12T20:15:58.369839] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-12T20:15:58.369870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-12T20:15:58.381823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-12T20:15:58.382159] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-12T20:15:58.382960] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-12T20:15:58.383011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:58.383042] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:58.383078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:58.383135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:58.441482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:58.442254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:58.442346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:58.442380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:58.560994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:58.561155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:58.561199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:58.561230] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:58.564686] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=87.83%)
[2025-12-12T20:15:58.564963] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-12T20:15:58.565090] [INFO ] [sig       ] AMBP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:58.703349] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMBP.txt
[2025-12-12T20:15:58.703488] [INFO ] [sig       ] [158/3596] Completed AMBP in 0.3s | 2.88 sym/s | Total: 54.9s | ETA: 19.9m
[2025-12-12T20:15:58.703527] [INFO ] [sig       ] [159/3596] Forecasting AMC...
[2025-12-12T20:15:58.703555] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-12T20:15:58.703605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-12T20:15:58.714624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-12T20:15:58.714946] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-12T20:15:58.715777] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-12T20:15:58.715832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:58.715863] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:58.715889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:58.715945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:58.774156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:58.774924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:58.775004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:58.775037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:58.897213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:58.897364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:58.897404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:58.897431] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:58.900858] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2025-12-12T20:15:58.901143] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-12T20:15:58.901275] [INFO ] [sig       ] AMC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:59.040473] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMC.txt
[2025-12-12T20:15:59.040669] [INFO ] [sig       ] [159/3596] Completed AMC in 0.3s | 2.88 sym/s | Total: 55.3s | ETA: 19.9m
[2025-12-12T20:15:59.040711] [INFO ] [sig       ] [160/3596] Forecasting AMCX...
[2025-12-12T20:15:59.040740] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-12T20:15:59.040772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-12T20:15:59.052377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-12T20:15:59.052722] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-12T20:15:59.053546] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-12T20:15:59.053619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:59.053653] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:59.053680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:59.053752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:59.116210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:59.117042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:59.117126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:59.117159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:59.244161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:59.244318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:59.244364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:59.244394] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:59.247755] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-12T20:15:59.248031] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-12T20:15:59.248159] [INFO ] [sig       ] AMCX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:15:59.385091] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMCX.txt
[2025-12-12T20:15:59.385245] [INFO ] [sig       ] [160/3596] Completed AMCX in 0.3s | 2.88 sym/s | Total: 55.6s | ETA: 19.9m
[2025-12-12T20:15:59.385284] [INFO ] [sig       ] [161/3596] Forecasting AMD...
[2025-12-12T20:15:59.385312] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-12T20:15:59.385344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-12T20:15:59.397042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-12T20:15:59.397363] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-12T20:15:59.398166] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-12T20:15:59.398219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:59.398250] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:59.398276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:59.398330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:59.456125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:59.456886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:59.456986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:59.457023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:59.579765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:59.579916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:59.579958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:59.579986] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:59.583376] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-12T20:15:59.583676] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-12T20:15:59.583807] [INFO ] [sig       ] AMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:15:59.723415] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMD.txt
[2025-12-12T20:15:59.723561] [INFO ] [sig       ] [161/3596] Completed AMD in 0.3s | 2.88 sym/s | Total: 55.9s | ETA: 19.9m
[2025-12-12T20:15:59.723619] [INFO ] [sig       ] [162/3596] Forecasting AMDL...
[2025-12-12T20:15:59.723655] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-12T20:15:59.723699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-12T20:15:59.735232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-12T20:15:59.735584] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-12T20:15:59.736409] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-12T20:15:59.736462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:15:59.736494] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:15:59.736519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:15:59.736591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:15:59.795061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:15:59.795798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:15:59.795879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:15:59.795911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:15:59.921527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:15:59.921692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:15:59.921735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:15:59.921766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:15:59.925218] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-12T20:15:59.925496] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-12T20:15:59.925644] [INFO ] [sig       ] AMDL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:00.062002] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMDL.txt
[2025-12-12T20:16:00.062150] [INFO ] [sig       ] [162/3596] Completed AMDL in 0.3s | 2.88 sym/s | Total: 56.3s | ETA: 19.9m
[2025-12-12T20:16:00.062191] [INFO ] [sig       ] [163/3596] Forecasting AME...
[2025-12-12T20:16:00.062229] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-12T20:16:00.062273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-12T20:16:00.073595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-12T20:16:00.073910] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-12T20:16:00.074713] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-12T20:16:00.074764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:00.074819] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:00.074847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:00.074902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:00.135872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:00.136719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:00.136809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:00.136845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:00.255930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:00.256084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:00.256126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:00.256154] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:00.259666] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-12T20:16:00.259952] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-12T20:16:00.260083] [INFO ] [sig       ] AME: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:00.397393] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AME.txt
[2025-12-12T20:16:00.397545] [INFO ] [sig       ] [163/3596] Completed AME in 0.3s | 2.88 sym/s | Total: 56.6s | ETA: 19.9m
[2025-12-12T20:16:00.397603] [INFO ] [sig       ] [164/3596] Forecasting AMG...
[2025-12-12T20:16:00.397634] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-12T20:16:00.397665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-12T20:16:00.408740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-12T20:16:00.409085] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-12T20:16:00.409936] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-12T20:16:00.409990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:00.410021] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:00.410048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:00.410104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:00.468963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:00.469883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:00.469968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:00.470001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:00.585110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:00.585258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:00.585296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:00.585324] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:00.588708] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=47.23%)
[2025-12-12T20:16:00.588991] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-12T20:16:00.589118] [INFO ] [sig       ] AMG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:00.727666] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMG.txt
[2025-12-12T20:16:00.727816] [INFO ] [sig       ] [164/3596] Completed AMG in 0.3s | 2.88 sym/s | Total: 56.9s | ETA: 19.9m
[2025-12-12T20:16:00.727855] [INFO ] [sig       ] [165/3596] Forecasting AMGN...
[2025-12-12T20:16:00.727883] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-12T20:16:00.727913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-12T20:16:00.743930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-12T20:16:00.744247] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-12T20:16:00.745044] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-12T20:16:00.745096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:00.745126] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:00.745151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:00.745207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:00.809139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:00.809851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:00.809932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:00.809964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:00.928475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:00.928642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:00.928688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:00.928717] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:00.932273] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-12-12T20:16:00.932570] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-12T20:16:00.932726] [INFO ] [sig       ] AMGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:01.070668] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMGN.txt
[2025-12-12T20:16:01.070814] [INFO ] [sig       ] [165/3596] Completed AMGN in 0.3s | 2.88 sym/s | Total: 57.3s | ETA: 19.9m
[2025-12-12T20:16:01.070853] [INFO ] [sig       ] [166/3596] Forecasting AMH...
[2025-12-12T20:16:01.070881] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-12T20:16:01.070914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-12T20:16:01.082675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-12T20:16:01.083018] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-12T20:16:01.083850] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-12T20:16:01.083903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:01.083936] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:01.083963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:01.084019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:01.146725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:01.147544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:01.147658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:01.147697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:01.268363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:01.268520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:01.268561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:01.268640] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:01.272405] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=50.72%)
[2025-12-12T20:16:01.272734] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-12T20:16:01.273059] [INFO ] [sig       ] AMH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:01.440549] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMH.txt
[2025-12-12T20:16:01.440747] [INFO ] [sig       ] [166/3596] Completed AMH in 0.4s | 2.88 sym/s | Total: 57.7s | ETA: 19.9m
[2025-12-12T20:16:01.440794] [INFO ] [sig       ] [167/3596] Forecasting AMLX...
[2025-12-12T20:16:01.440837] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-12T20:16:01.440879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-12T20:16:01.453752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-12T20:16:01.454193] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-12T20:16:01.455062] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-12T20:16:01.455117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:01.455151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:01.455177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:01.455233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:01.531362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:01.532289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:01.532375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:01.532409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:01.650892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:01.651069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:01.651111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:01.651139] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:01.655052] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-12T20:16:01.655440] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-12T20:16:01.655620] [INFO ] [sig       ] AMLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:01.834075] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMLX.txt
[2025-12-12T20:16:01.834293] [INFO ] [sig       ] [167/3596] Completed AMLX in 0.4s | 2.88 sym/s | Total: 58.0s | ETA: 19.9m
[2025-12-12T20:16:01.834350] [INFO ] [sig       ] [168/3596] Forecasting AMN...
[2025-12-12T20:16:01.834392] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-12T20:16:01.834439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-12T20:16:01.852348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-12T20:16:01.853052] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-12T20:16:01.854254] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-12T20:16:01.854317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:01.854357] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:01.854390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:01.854469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:01.943059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:01.945078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:01.945218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:01.945263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:02.079408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:02.079611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:02.079655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:02.079687] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:02.084011] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-12T20:16:02.084334] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-12T20:16:02.084486] [INFO ] [sig       ] AMN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:02.245128] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMN.txt
[2025-12-12T20:16:02.245294] [INFO ] [sig       ] [168/3596] Completed AMN in 0.4s | 2.87 sym/s | Total: 58.5s | ETA: 19.9m
[2025-12-12T20:16:02.245334] [INFO ] [sig       ] [169/3596] Forecasting AMP...
[2025-12-12T20:16:02.245363] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-12T20:16:02.245395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-12T20:16:02.258754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-12T20:16:02.259123] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-12T20:16:02.260012] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-12T20:16:02.260066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:02.260098] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:02.260124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:02.260181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:02.323260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:02.324139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:02.324228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:02.324262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:02.451209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:02.451374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:02.451422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:02.451451] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:02.455555] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-12-12T20:16:02.456121] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-12T20:16:02.456261] [INFO ] [sig       ] AMP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:02.615939] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMP.txt
[2025-12-12T20:16:02.616111] [INFO ] [sig       ] [169/3596] Completed AMP in 0.4s | 2.87 sym/s | Total: 58.8s | ETA: 19.9m
[2025-12-12T20:16:02.616151] [INFO ] [sig       ] [170/3596] Forecasting AMPG...
[2025-12-12T20:16:02.616183] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-12T20:16:02.616216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-12T20:16:02.629071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-12T20:16:02.629475] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-12T20:16:02.630350] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-12T20:16:02.630403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:02.630436] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:02.630464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:02.630521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:02.695691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:02.696607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:02.696695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:02.696741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:02.825388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:02.825610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:02.825675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:02.825708] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:02.829366] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-12-12T20:16:02.829748] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-12T20:16:02.829897] [INFO ] [sig       ] AMPG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:02.980919] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMPG.txt
[2025-12-12T20:16:02.981078] [INFO ] [sig       ] [170/3596] Completed AMPG in 0.4s | 2.87 sym/s | Total: 59.2s | ETA: 19.9m
[2025-12-12T20:16:02.981119] [INFO ] [sig       ] [171/3596] Forecasting AMPH...
[2025-12-12T20:16:02.981148] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-12T20:16:02.981178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-12T20:16:02.993242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-12T20:16:02.993607] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-12T20:16:02.994390] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-12T20:16:02.994442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:02.994485] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:02.994512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:02.994583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:03.060437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:03.061343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:03.061428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:03.061461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:03.190930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:03.191083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:03.191122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:03.191153] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:03.194726] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-12T20:16:03.195058] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-12T20:16:03.195202] [INFO ] [sig       ] AMPH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:03.339076] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMPH.txt
[2025-12-12T20:16:03.339240] [INFO ] [sig       ] [171/3596] Completed AMPH in 0.4s | 2.87 sym/s | Total: 59.6s | ETA: 19.9m
[2025-12-12T20:16:03.339278] [INFO ] [sig       ] [172/3596] Forecasting AMPL...
[2025-12-12T20:16:03.339309] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-12T20:16:03.339339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-12T20:16:03.354839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-12T20:16:03.355487] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-12T20:16:03.356766] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-12T20:16:03.356829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:03.356863] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:03.356892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:03.356954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:03.424046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:03.425384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:03.425703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:03.425740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:03.558848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:03.559040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:03.559083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:03.559111] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:03.566635] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=39.05%)
[2025-12-12T20:16:03.566981] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-12T20:16:03.567154] [INFO ] [sig       ] AMPL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:03.712213] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMPL.txt
[2025-12-12T20:16:03.712419] [INFO ] [sig       ] [172/3596] Completed AMPL in 0.4s | 2.87 sym/s | Total: 59.9s | ETA: 19.9m
[2025-12-12T20:16:03.712462] [INFO ] [sig       ] [173/3596] Forecasting AMPX...
[2025-12-12T20:16:03.712493] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-12T20:16:03.712526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-12T20:16:03.725890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-12T20:16:03.726266] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-12T20:16:03.727101] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-12T20:16:03.727153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:03.727185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:03.727212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:03.727267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:03.786146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:03.786896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:03.787009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:03.787042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:03.908337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:03.908483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:03.908524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:03.908552] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:03.912122] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-12T20:16:03.912409] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-12T20:16:03.912544] [INFO ] [sig       ] AMPX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:04.051458] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMPX.txt
[2025-12-12T20:16:04.051601] [INFO ] [sig       ] [173/3596] Completed AMPX in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:04.051641] [INFO ] [sig       ] [174/3596] Forecasting AMRC...
[2025-12-12T20:16:04.051669] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-12T20:16:04.051700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-12T20:16:04.063778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-12T20:16:04.064112] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-12T20:16:04.064989] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-12T20:16:04.065042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:04.065074] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:04.065100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:04.065158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:04.122553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:04.123292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:04.123371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:04.123402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:04.246873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:04.247033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:04.247073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:04.247101] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:04.250647] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-12-12T20:16:04.250934] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-12T20:16:04.251068] [INFO ] [sig       ] AMRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:04.392286] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMRC.txt
[2025-12-12T20:16:04.392432] [INFO ] [sig       ] [174/3596] Completed AMRC in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:04.392476] [INFO ] [sig       ] [175/3596] Forecasting AMRN...
[2025-12-12T20:16:04.392506] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-12T20:16:04.392537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-12T20:16:04.404614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-12T20:16:04.404957] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-12T20:16:04.405788] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-12T20:16:04.405845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:04.405877] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:04.405904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:04.405961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:04.465106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:04.465768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:04.465850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:04.465891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:04.587270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:04.587405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:04.587442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:04.587468] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:04.590785] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-12T20:16:04.591062] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-12T20:16:04.591188] [INFO ] [sig       ] AMRN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:04.728785] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMRN.txt
[2025-12-12T20:16:04.728914] [INFO ] [sig       ] [175/3596] Completed AMRN in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:04.728952] [INFO ] [sig       ] [176/3596] Forecasting AMRX...
[2025-12-12T20:16:04.728978] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-12T20:16:04.729009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-12T20:16:04.838264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-12T20:16:04.838632] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-12T20:16:04.839409] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-12T20:16:04.839461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:04.839493] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:04.839520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:04.839642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:04.896910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:04.897772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:04.897854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:04.897885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:05.014941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:05.015068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:05.015106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:05.015135] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:05.018402] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-12T20:16:05.018693] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-12T20:16:05.018834] [INFO ] [sig       ] AMRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:05.160418] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMRX.txt
[2025-12-12T20:16:05.160583] [INFO ] [sig       ] [176/3596] Completed AMRX in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:05.160625] [INFO ] [sig       ] [177/3596] Forecasting AMSC...
[2025-12-12T20:16:05.160655] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-12T20:16:05.160686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-12T20:16:05.171475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-12T20:16:05.171800] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-12T20:16:05.172789] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-12T20:16:05.172840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:05.172871] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:05.172898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:05.172954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:05.237164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:05.238095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:05.238174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:05.238207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:05.360292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:05.360441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:05.360480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:05.360510] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:05.363884] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-12T20:16:05.364159] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-12T20:16:05.364286] [INFO ] [sig       ] AMSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:05.502196] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMSC.txt
[2025-12-12T20:16:05.502358] [INFO ] [sig       ] [177/3596] Completed AMSC in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:05.502398] [INFO ] [sig       ] [178/3596] Forecasting AMSF...
[2025-12-12T20:16:05.502427] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-12T20:16:05.502460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-12T20:16:05.515177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-12T20:16:05.515601] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-12T20:16:05.516439] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-12T20:16:05.516494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:05.516528] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:05.516557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:05.516634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:05.581106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:05.582057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:05.582157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:05.582199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:05.723420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:05.723596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:05.723660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:05.723693] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:05.727592] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=66.64%)
[2025-12-12T20:16:05.727912] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-12T20:16:05.728254] [INFO ] [sig       ] AMSF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:05.885286] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMSF.txt
[2025-12-12T20:16:05.885432] [INFO ] [sig       ] [178/3596] Completed AMSF in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:05.885473] [INFO ] [sig       ] [179/3596] Forecasting AMTB...
[2025-12-12T20:16:05.885503] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-12T20:16:05.885533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-12T20:16:05.897854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-12T20:16:05.898149] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-12T20:16:05.898930] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-12T20:16:05.898982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:05.899014] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:05.899040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:05.899095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:05.957787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:05.958622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:05.958707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:05.958741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:06.081368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:06.081517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:06.081557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:06.081605] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:06.085009] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-12T20:16:06.085286] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-12T20:16:06.085411] [INFO ] [sig       ] AMTB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:06.233560] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMTB.txt
[2025-12-12T20:16:06.233748] [INFO ] [sig       ] [179/3596] Completed AMTB in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:06.233806] [INFO ] [sig       ] [180/3596] Forecasting AMTX...
[2025-12-12T20:16:06.233851] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-12T20:16:06.233890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-12T20:16:06.245370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-12T20:16:06.245699] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-12T20:16:06.246481] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-12T20:16:06.246532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:06.246606] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:06.246635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:06.246692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:06.310907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:06.311806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:06.311903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:06.311946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:06.453849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:06.454206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:06.454248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:06.454278] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:06.457750] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-12T20:16:06.458034] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-12T20:16:06.458162] [INFO ] [sig       ] AMTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:06.600703] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMTX.txt
[2025-12-12T20:16:06.600869] [INFO ] [sig       ] [180/3596] Completed AMTX in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-12T20:16:06.600910] [INFO ] [sig       ] [181/3596] Forecasting AMWD...
[2025-12-12T20:16:06.600940] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-12T20:16:06.600971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-12T20:16:06.611939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-12T20:16:06.612249] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-12T20:16:06.613079] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-12T20:16:06.613133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:06.613164] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:06.613191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:06.613248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:06.672937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:06.673835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:06.673917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:06.673950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:06.804138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:06.804316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:06.804357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:06.804386] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:06.807836] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=71.16%)
[2025-12-12T20:16:06.808127] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-12T20:16:06.808255] [INFO ] [sig       ] AMWD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:06.949723] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMWD.txt
[2025-12-12T20:16:06.949891] [INFO ] [sig       ] [181/3596] Completed AMWD in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-12T20:16:06.949930] [INFO ] [sig       ] [182/3596] Forecasting AMWL...
[2025-12-12T20:16:06.949962] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-12T20:16:06.949994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-12T20:16:06.961655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-12T20:16:06.962065] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-12T20:16:06.962955] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-12T20:16:06.963009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:06.963054] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:06.963083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:06.963141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:07.021965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:07.022866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:07.022952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:07.022985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:07.149337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:07.149490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:07.149529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:07.149593] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:07.153117] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-12-12T20:16:07.153402] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-12T20:16:07.153536] [INFO ] [sig       ] AMWL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:07.294055] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMWL.txt
[2025-12-12T20:16:07.294188] [INFO ] [sig       ] [182/3596] Completed AMWL in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-12T20:16:07.294226] [INFO ] [sig       ] [183/3596] Forecasting AMX...
[2025-12-12T20:16:07.294253] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-12T20:16:07.294285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-12T20:16:07.308534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-12T20:16:07.308937] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-12T20:16:07.309801] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-12T20:16:07.309855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:07.309886] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:07.309914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:07.309972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:07.367703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:07.368629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:07.368719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:07.368752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:07.495694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:07.495852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:07.495892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:07.495955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:07.499692] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=45.10%)
[2025-12-12T20:16:07.500018] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-12T20:16:07.500161] [INFO ] [sig       ] AMX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:07.647749] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMX.txt
[2025-12-12T20:16:07.647915] [INFO ] [sig       ] [183/3596] Completed AMX in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-12T20:16:07.647953] [INFO ] [sig       ] [184/3596] Forecasting AMZD...
[2025-12-12T20:16:07.647982] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-12T20:16:07.648033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-12T20:16:07.661461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-12T20:16:07.661922] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-12T20:16:07.662795] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-12T20:16:07.662857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:07.662891] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:07.662918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:07.662975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:07.725114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:07.726033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:07.726121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:07.726153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:07.847844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:07.848005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:07.848049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:07.848078] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:07.851647] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=15.22%)
[2025-12-12T20:16:07.851957] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-12T20:16:07.852095] [INFO ] [sig       ] AMZD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:07.996157] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AMZD.txt
[2025-12-12T20:16:07.996324] [INFO ] [sig       ] [184/3596] Completed AMZD in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:07.996364] [INFO ] [sig       ] [185/3596] Forecasting AMZN...
[2025-12-12T20:16:07.996392] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-12T20:16:07.996425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-12T20:16:08.009184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-12T20:16:08.009634] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-12T20:16:08.010492] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-12T20:16:08.010550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:08.010606] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:08.010637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:08.010697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:08.074365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:08.075271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:08.075364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:08.075398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:08.201892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:08.202056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:08.202095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:08.202124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:08.206597] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-12T20:16:08.206975] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-12T20:16:08.207124] [INFO ] [sig       ] AMZN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:08.374161] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMZN.txt
[2025-12-12T20:16:08.374338] [INFO ] [sig       ] [185/3596] Completed AMZN in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:08.374387] [INFO ] [sig       ] [186/3596] Forecasting AMZZ...
[2025-12-12T20:16:08.374436] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-12T20:16:08.374498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-12T20:16:08.387990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-12T20:16:08.388481] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-12T20:16:08.389413] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-12T20:16:08.389469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:08.389501] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:08.389528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:08.389625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:08.460295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:08.461388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:08.461502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:08.461540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:08.592341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:08.592493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:08.592534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:08.592561] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:08.596595] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-12-12T20:16:08.596907] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-12T20:16:08.597048] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:08.747063] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AMZZ.txt
[2025-12-12T20:16:08.747227] [INFO ] [sig       ] [186/3596] Completed AMZZ in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:08.747266] [INFO ] [sig       ] [187/3596] Forecasting AN...
[2025-12-12T20:16:08.747294] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-12T20:16:08.747326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-12T20:16:08.760351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-12T20:16:08.760743] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-12T20:16:08.761551] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-12T20:16:08.761624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:08.761657] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:08.761684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:08.761739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:08.820032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:08.820875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:08.820966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:08.820999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:08.944188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:08.944342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:08.944381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:08.944409] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:08.947813] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=82.09%)
[2025-12-12T20:16:08.948101] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-12T20:16:08.948235] [INFO ] [sig       ] AN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:09.093659] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AN.txt
[2025-12-12T20:16:09.093819] [INFO ] [sig       ] [187/3596] Completed AN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:09.093858] [INFO ] [sig       ] [188/3596] Forecasting ANAB...
[2025-12-12T20:16:09.093887] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-12T20:16:09.093917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-12T20:16:09.110918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-12T20:16:09.111290] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-12T20:16:09.112117] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-12T20:16:09.112169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:09.112200] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:09.112226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:09.112281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:09.170098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:09.171192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:09.171272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:09.171304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:09.289669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:09.289817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:09.289854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:09.289883] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:09.293245] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2025-12-12T20:16:09.293534] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-12T20:16:09.293684] [INFO ] [sig       ] ANAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:09.432881] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ANAB.txt
[2025-12-12T20:16:09.433033] [INFO ] [sig       ] [188/3596] Completed ANAB in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:09.433071] [INFO ] [sig       ] [189/3596] Forecasting ANDE...
[2025-12-12T20:16:09.433101] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-12T20:16:09.433131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-12T20:16:09.444875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-12T20:16:09.445181] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-12T20:16:09.446045] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-12T20:16:09.446099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:09.446131] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:09.446158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:09.446216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:09.508419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:09.509299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:09.509391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:09.509425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:09.635876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:09.636028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:09.636068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:09.636112] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:09.639595] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-12T20:16:09.639927] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-12T20:16:09.640067] [INFO ] [sig       ] ANDE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:09.784170] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ANDE.txt
[2025-12-12T20:16:09.784306] [INFO ] [sig       ] [189/3596] Completed ANDE in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:09.784344] [INFO ] [sig       ] [190/3596] Forecasting ANF...
[2025-12-12T20:16:09.784373] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-12T20:16:09.784403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-12T20:16:09.797250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-12T20:16:09.797606] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-12T20:16:09.798421] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-12T20:16:09.798474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:09.798506] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:09.798533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:09.798603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:09.861310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:09.862212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:09.862343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:09.862378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:09.992282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:09.992482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:09.992533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:09.992591] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:09.997663] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=48.44%)
[2025-12-12T20:16:09.998141] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-12T20:16:09.998319] [INFO ] [sig       ] ANF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:10.152627] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ANF.txt
[2025-12-12T20:16:10.152790] [INFO ] [sig       ] [190/3596] Completed ANF in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:10.152830] [INFO ] [sig       ] [191/3596] Forecasting ANGI...
[2025-12-12T20:16:10.152859] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-12T20:16:10.152894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-12T20:16:10.165771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-12T20:16:10.166091] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-12T20:16:10.166921] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-12T20:16:10.166976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:10.167009] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:10.167036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:10.167282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:10.228877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:10.229801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:10.229896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:10.229969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:10.352865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:10.353015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:10.353058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:10.353087] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:10.356520] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-12T20:16:10.356825] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-12T20:16:10.356958] [INFO ] [sig       ] ANGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:10.498784] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ANGI.txt
[2025-12-12T20:16:10.498946] [INFO ] [sig       ] [191/3596] Completed ANGI in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:10.498987] [INFO ] [sig       ] [192/3596] Forecasting ANGL...
[2025-12-12T20:16:10.499017] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-12T20:16:10.499050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-12T20:16:10.511332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-12T20:16:10.511706] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-12T20:16:10.512518] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-12T20:16:10.512597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:10.512632] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:10.512658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:10.512713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:10.577413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:10.578288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:10.578373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:10.578408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:10.709932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:10.710135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:10.710180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:10.710220] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:10.714473] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2025-12-12T20:16:10.714803] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-12T20:16:10.714957] [INFO ] [sig       ] ANGL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:10.860681] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ANGL.txt
[2025-12-12T20:16:10.860820] [INFO ] [sig       ] [192/3596] Completed ANGL in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:10.860858] [INFO ] [sig       ] [193/3596] Forecasting ANGO...
[2025-12-12T20:16:10.860887] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-12T20:16:10.860926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-12T20:16:10.874352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-12T20:16:10.874794] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-12T20:16:10.875624] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-12T20:16:10.875678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:10.875710] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:10.875751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:10.875809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:10.932636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:10.933534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:10.933639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:10.933675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:11.052664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:11.052814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:11.052853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:11.052884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:11.057066] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-12T20:16:11.057358] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-12T20:16:11.057491] [INFO ] [sig       ] ANGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:11.202966] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ANGO.txt
[2025-12-12T20:16:11.203355] [INFO ] [sig       ] [193/3596] Completed ANGO in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:11.203407] [INFO ] [sig       ] [194/3596] Forecasting ANIK...
[2025-12-12T20:16:11.203446] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-12T20:16:11.203483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-12T20:16:11.216265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-12T20:16:11.216658] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-12T20:16:11.217504] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-12T20:16:11.217558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:11.217621] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:11.217659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:11.217737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:11.280377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:11.281387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:11.281474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:11.281508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:11.401349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:11.401500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:11.401540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:11.401585] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:11.405197] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-12T20:16:11.405494] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-12T20:16:11.405647] [INFO ] [sig       ] ANIK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:11.549248] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ANIK.txt
[2025-12-12T20:16:11.549420] [INFO ] [sig       ] [194/3596] Completed ANIK in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:11.549461] [INFO ] [sig       ] [195/3596] Forecasting ANIP...
[2025-12-12T20:16:11.549489] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-12T20:16:11.549521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-12T20:16:11.561440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-12T20:16:11.561785] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-12T20:16:11.562622] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-12T20:16:11.562675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:11.562707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:11.562735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:11.562792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:11.625555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:11.626442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:11.626525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:11.626560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:11.754009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:11.754350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:11.754418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:11.754448] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:11.758161] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-12T20:16:11.758478] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-12T20:16:11.758630] [INFO ] [sig       ] ANIP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:11.911994] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ANIP.txt
[2025-12-12T20:16:11.912136] [INFO ] [sig       ] [195/3596] Completed ANIP in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:11.912174] [INFO ] [sig       ] [196/3596] Forecasting ANIX...
[2025-12-12T20:16:11.912204] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-12T20:16:11.912235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-12T20:16:11.924331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-12T20:16:11.924755] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-12T20:16:11.925594] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-12T20:16:11.925648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:11.925682] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:11.925710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:11.925767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:11.995281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:11.996243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:11.996329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:11.996363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:12.127736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:12.127891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:12.127932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:12.127962] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:12.131598] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-12T20:16:12.131901] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-12T20:16:12.132041] [INFO ] [sig       ] ANIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:12.273002] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ANIX.txt
[2025-12-12T20:16:12.273179] [INFO ] [sig       ] [196/3596] Completed ANIX in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:12.273219] [INFO ] [sig       ] [197/3596] Forecasting ANNX...
[2025-12-12T20:16:12.273247] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-12T20:16:12.273285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-12T20:16:12.285234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-12T20:16:12.285624] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-12T20:16:12.286495] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-12T20:16:12.286555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:12.286643] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:12.286676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:12.286734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:12.348117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:12.349045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:12.349129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:12.349163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:12.477757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:12.477936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:12.478001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:12.478038] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:12.481901] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-12T20:16:12.482254] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-12T20:16:12.482396] [INFO ] [sig       ] ANNX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:12.637334] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ANNX.txt
[2025-12-12T20:16:12.637496] [INFO ] [sig       ] [197/3596] Completed ANNX in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-12T20:16:12.637536] [INFO ] [sig       ] [198/3596] Forecasting ANTX...
[2025-12-12T20:16:12.637564] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-12T20:16:12.637616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-12T20:16:12.651871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-12T20:16:12.652311] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-12T20:16:12.653292] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-12T20:16:12.653351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:12.653387] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:12.653416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:12.653498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:12.716043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:12.716961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:12.717063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:12.717097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:12.832080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:12.832249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:12.832290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:12.832318] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:12.835768] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-12T20:16:12.836051] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-12T20:16:12.836181] [INFO ] [sig       ] ANTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:12.975756] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ANTX.txt
[2025-12-12T20:16:12.975938] [INFO ] [sig       ] [198/3596] Completed ANTX in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:12.975978] [INFO ] [sig       ] [199/3596] Forecasting ANVS...
[2025-12-12T20:16:12.976006] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-12T20:16:12.976037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-12T20:16:12.987706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-12T20:16:12.988093] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-12T20:16:12.988935] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-12T20:16:12.988988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:12.989021] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:12.989049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:12.989106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:13.047525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:13.048439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:13.048519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:13.048551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:13.168917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:13.169069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:13.169118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:13.169149] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:13.172674] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-12-12T20:16:13.172973] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-12T20:16:13.173108] [INFO ] [sig       ] ANVS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:13.315069] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ANVS.txt
[2025-12-12T20:16:13.315230] [INFO ] [sig       ] [199/3596] Completed ANVS in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:13.315270] [INFO ] [sig       ] [200/3596] Forecasting AOD...
[2025-12-12T20:16:13.315299] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-12T20:16:13.315333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-12T20:16:13.326505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-12T20:16:13.326862] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-12T20:16:13.327657] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-12T20:16:13.327709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:13.327740] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:13.327765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:13.327820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:13.384833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:13.385757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:13.385838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:13.385871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:13.515040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:13.515321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:13.515363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:13.515426] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:13.519475] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-12T20:16:13.519859] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-12T20:16:13.520002] [INFO ] [sig       ] AOD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:13.661369] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AOD.txt
[2025-12-12T20:16:13.661531] [INFO ] [sig       ] [200/3596] Completed AOD in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:13.661588] [INFO ] [sig       ] [201/3596] Forecasting AOHY...
[2025-12-12T20:16:13.661619] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-12T20:16:13.661652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-12T20:16:13.674702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-12T20:16:13.675090] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-12T20:16:13.675912] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-12T20:16:13.675963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:13.675993] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:13.676019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:13.676074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:13.733336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:13.734215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:13.734296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:13.734327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:13.851078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:13.851229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:13.851267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:13.851295] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:13.854686] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-12-12T20:16:13.855013] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-12T20:16:13.855157] [INFO ] [sig       ] AOHY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:14.007434] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AOHY.txt
[2025-12-12T20:16:14.007609] [INFO ] [sig       ] [201/3596] Completed AOHY in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:14.007650] [INFO ] [sig       ] [202/3596] Forecasting AON...
[2025-12-12T20:16:14.007680] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-12T20:16:14.007710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-12T20:16:14.020624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-12T20:16:14.020911] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-12T20:16:14.021899] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-12T20:16:14.021951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:14.021981] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:14.022006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:14.022066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:14.081515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:14.082183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:14.082260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:14.082291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:14.206564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:14.206724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:14.206761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:14.206789] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:14.210542] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-12-12T20:16:14.210833] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-12T20:16:14.210958] [INFO ] [sig       ] AON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:14.354458] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AON.txt
[2025-12-12T20:16:14.354621] [INFO ] [sig       ] [202/3596] Completed AON in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:14.354661] [INFO ] [sig       ] [203/3596] Forecasting AOS...
[2025-12-12T20:16:14.354690] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-12T20:16:14.354721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-12T20:16:14.366103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-12T20:16:14.366358] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-12T20:16:14.367193] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-12T20:16:14.367245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:14.367276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:14.367302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:14.367358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:14.426203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:14.426821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:14.426897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:14.426929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:14.548606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:14.548716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:14.548753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:14.548781] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:14.552062] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=74.55%)
[2025-12-12T20:16:14.552330] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-12T20:16:14.552454] [INFO ] [sig       ] AOS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:14.699739] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AOS.txt
[2025-12-12T20:16:14.699901] [INFO ] [sig       ] [203/3596] Completed AOS in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:14.699939] [INFO ] [sig       ] [204/3596] Forecasting AOSL...
[2025-12-12T20:16:14.699967] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-12T20:16:14.700000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-12T20:16:14.712557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-12T20:16:14.713024] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-12T20:16:14.713932] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-12T20:16:14.713992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:14.714036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:14.714066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:14.714127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:14.777945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:14.778865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:14.778950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:14.778984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:14.900539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:14.900719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:14.900760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:14.900788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:14.904858] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-12T20:16:14.905191] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-12T20:16:14.905331] [INFO ] [sig       ] AOSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:15.051701] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AOSL.txt
[2025-12-12T20:16:15.051869] [INFO ] [sig       ] [204/3596] Completed AOSL in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-12T20:16:15.051910] [INFO ] [sig       ] [205/3596] Forecasting AP...
[2025-12-12T20:16:15.051938] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-12T20:16:15.051970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-12T20:16:15.064845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-12T20:16:15.065258] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-12T20:16:15.066128] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-12T20:16:15.066184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:15.066217] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:15.066244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:15.066300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:15.127563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:15.128479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:15.128564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:15.128619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:15.254296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:15.254453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:15.254493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:15.254521] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:15.258001] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-12T20:16:15.258287] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-12T20:16:15.258417] [INFO ] [sig       ] AP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:15.425529] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AP.txt
[2025-12-12T20:16:15.425715] [INFO ] [sig       ] [205/3596] Completed AP in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-12T20:16:15.425773] [INFO ] [sig       ] [206/3596] Forecasting APA...
[2025-12-12T20:16:15.425815] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-12T20:16:15.425850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-12T20:16:15.444463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-12T20:16:15.445040] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-12T20:16:15.446185] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-12T20:16:15.446246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:15.446298] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:15.446532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:15.446633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:15.516890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:15.517855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:15.517970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:15.518013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:15.660771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:15.660936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:15.660979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:15.661021] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:15.664748] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-12T20:16:15.665088] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-12T20:16:15.665240] [INFO ] [sig       ] APA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:15.830034] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APA.txt
[2025-12-12T20:16:15.830215] [INFO ] [sig       ] [206/3596] Completed APA in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:15.830255] [INFO ] [sig       ] [207/3596] Forecasting APAM...
[2025-12-12T20:16:15.830286] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-12T20:16:15.830320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-12T20:16:15.842949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-12T20:16:15.843350] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-12T20:16:15.844219] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-12T20:16:15.844274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:15.844307] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:15.844335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:15.844393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:15.910032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:15.911039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:15.911174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:15.911212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:16.072653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:16.072808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:16.072849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:16.072878] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:16.076998] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-12T20:16:16.077354] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-12T20:16:16.077503] [INFO ] [sig       ] APAM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:16.248134] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APAM.txt
[2025-12-12T20:16:16.248337] [INFO ] [sig       ] [207/3596] Completed APAM in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:16.248385] [INFO ] [sig       ] [208/3596] Forecasting APD...
[2025-12-12T20:16:16.248416] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-12T20:16:16.248464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-12T20:16:16.261466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-12T20:16:16.261913] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-12T20:16:16.262876] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-12T20:16:16.262935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:16.262969] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:16.262997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:16.263055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:16.333457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:16.334411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:16.334513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:16.334549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:16.471635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:16.471814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:16.471855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:16.471884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:16.475548] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-12-12T20:16:16.475874] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-12T20:16:16.476009] [INFO ] [sig       ] APD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:16.643868] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/APD.txt
[2025-12-12T20:16:16.644028] [INFO ] [sig       ] [208/3596] Completed APD in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:16.644068] [INFO ] [sig       ] [209/3596] Forecasting APEI...
[2025-12-12T20:16:16.644096] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-12T20:16:16.644126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-12T20:16:16.657616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-12T20:16:16.658007] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-12T20:16:16.658826] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-12T20:16:16.658879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:16.658910] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:16.658936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:16.658992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:16.717769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:16.718647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:16.718729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:16.718762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:16.838633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:16.838789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:16.838829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:16.838857] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:16.842270] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-12T20:16:16.842561] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-12T20:16:16.842712] [INFO ] [sig       ] APEI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:16.992731] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APEI.txt
[2025-12-12T20:16:16.992920] [INFO ] [sig       ] [209/3596] Completed APEI in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:16.992970] [INFO ] [sig       ] [210/3596] Forecasting APG...
[2025-12-12T20:16:16.993001] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-12T20:16:16.993035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-12T20:16:17.006564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-12T20:16:17.007005] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-12T20:16:17.007939] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-12T20:16:17.007994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:17.008027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:17.008057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:17.008118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:17.066689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:17.067554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:17.067656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:17.067688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:17.191034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:17.191198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:17.191245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:17.191274] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:17.194687] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=86.14%)
[2025-12-12T20:16:17.194979] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-12T20:16:17.195114] [INFO ] [sig       ] APG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:17.339016] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/APG.txt
[2025-12-12T20:16:17.339196] [INFO ] [sig       ] [210/3596] Completed APG in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:17.339235] [INFO ] [sig       ] [211/3596] Forecasting APGE...
[2025-12-12T20:16:17.339265] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-12T20:16:17.339296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-12T20:16:17.352622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-12T20:16:17.352971] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-12T20:16:17.353976] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-12T20:16:17.354028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:17.354059] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:17.354086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:17.354141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:17.415797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:17.417004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:17.417088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:17.417121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:17.551525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:17.551693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:17.551734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:17.551764] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:17.555633] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=19.67%)
[2025-12-12T20:16:17.555916] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-12T20:16:17.556072] [INFO ] [sig       ] APGE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:17.703077] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APGE.txt
[2025-12-12T20:16:17.703235] [INFO ] [sig       ] [211/3596] Completed APGE in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:17.703274] [INFO ] [sig       ] [212/3596] Forecasting APH...
[2025-12-12T20:16:17.703302] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-12T20:16:17.703334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-12T20:16:17.717748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-12T20:16:17.718291] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-12T20:16:17.719242] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-12T20:16:17.719298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:17.719332] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:17.719361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:17.719420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:17.782776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:17.783890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:17.783992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:17.784026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:17.918936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:17.919176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:17.919221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:17.919249] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:17.923958] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-12T20:16:17.924487] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-12T20:16:17.924655] [INFO ] [sig       ] APH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:18.082634] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APH.txt
[2025-12-12T20:16:18.083145] [INFO ] [sig       ] [212/3596] Completed APH in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:18.083204] [INFO ] [sig       ] [213/3596] Forecasting API...
[2025-12-12T20:16:18.083236] [INFO ] [sig       ] Generating forecast for: API
[2025-12-12T20:16:18.083305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-12T20:16:18.097647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-12T20:16:18.098144] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-12T20:16:18.099193] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-12T20:16:18.099248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:18.099280] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:18.099307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:18.099379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:18.158975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:18.160029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:18.160135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:18.160170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:18.286743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:18.286922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:18.286967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:18.287014] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:18.290849] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=44.19%)
[2025-12-12T20:16:18.291153] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-12T20:16:18.291295] [INFO ] [sig       ] API: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:18.430959] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/API.txt
[2025-12-12T20:16:18.431135] [INFO ] [sig       ] [213/3596] Completed API in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:18.431182] [INFO ] [sig       ] [214/3596] Forecasting APLD...
[2025-12-12T20:16:18.431217] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-12T20:16:18.431255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-12T20:16:18.443876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-12T20:16:18.444194] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-12T20:16:18.445027] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-12T20:16:18.445081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:18.445140] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:18.445168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:18.445241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:18.505272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:18.506101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:18.506182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:18.506214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:18.626932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:18.627088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:18.627137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:18.627171] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:18.630705] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2025-12-12T20:16:18.630991] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-12T20:16:18.631137] [INFO ] [sig       ] APLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:18.774634] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/APLD.txt
[2025-12-12T20:16:18.774800] [INFO ] [sig       ] [214/3596] Completed APLD in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-12T20:16:18.774839] [INFO ] [sig       ] [215/3596] Forecasting APLE...
[2025-12-12T20:16:18.774868] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-12T20:16:18.774898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-12T20:16:18.786777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-12T20:16:18.787181] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-12T20:16:18.788247] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-12T20:16:18.788302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:18.788334] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:18.788359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:18.788416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:18.849481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:18.850478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:18.850614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:18.850657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:18.975246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:18.975431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:18.975472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:18.975500] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:18.979303] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-12-12T20:16:18.979699] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-12T20:16:18.979862] [INFO ] [sig       ] APLE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:19.145392] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APLE.txt
[2025-12-12T20:16:19.145556] [INFO ] [sig       ] [215/3596] Completed APLE in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-12T20:16:19.145635] [INFO ] [sig       ] [216/3596] Forecasting APLS...
[2025-12-12T20:16:19.145672] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-12T20:16:19.145710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-12T20:16:19.158755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-12T20:16:19.159158] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-12T20:16:19.160091] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-12T20:16:19.160158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:19.160200] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:19.160234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:19.160292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:19.221752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:19.222715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:19.222809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:19.222842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:19.348931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:19.349085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:19.349126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:19.349156] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:19.353035] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=32.08%)
[2025-12-12T20:16:19.353311] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-12T20:16:19.353437] [INFO ] [sig       ] APLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:19.502963] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APLS.txt
[2025-12-12T20:16:19.503097] [INFO ] [sig       ] [216/3596] Completed APLS in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:19.503137] [INFO ] [sig       ] [217/3596] Forecasting APM...
[2025-12-12T20:16:19.503165] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-12T20:16:19.503197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-12T20:16:19.514946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-12T20:16:19.515308] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-12T20:16:19.516174] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-12T20:16:19.516241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:19.516280] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:19.516321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:19.516379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:19.576933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:19.577758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:19.577844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:19.577878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:19.698979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:19.699166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:19.699212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:19.699278] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:19.703181] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-12T20:16:19.703474] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-12T20:16:19.703626] [INFO ] [sig       ] APM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:19.858449] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APM.txt
[2025-12-12T20:16:19.858623] [INFO ] [sig       ] [217/3596] Completed APM in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:19.858665] [INFO ] [sig       ] [218/3596] Forecasting APO...
[2025-12-12T20:16:19.858694] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-12T20:16:19.858725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-12T20:16:19.871527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-12T20:16:19.871889] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-12T20:16:19.872697] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-12T20:16:19.872749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:19.872781] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:19.872810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:19.872865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:19.931186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:19.932028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:19.932108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:19.932139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:20.055392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:20.055546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:20.055601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:20.055632] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:20.058983] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-12T20:16:20.059259] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-12T20:16:20.059386] [INFO ] [sig       ] APO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:20.196330] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/APO.txt
[2025-12-12T20:16:20.196474] [INFO ] [sig       ] [218/3596] Completed APO in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:20.196512] [INFO ] [sig       ] [219/3596] Forecasting APOG...
[2025-12-12T20:16:20.196541] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-12T20:16:20.196588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-12T20:16:20.209109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-12T20:16:20.209438] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-12T20:16:20.210330] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-12T20:16:20.210382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:20.210412] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:20.210438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:20.210493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:20.267949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:20.268616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:20.268691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:20.268722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:20.408528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:20.408696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:20.408735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:20.408763] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:20.412177] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-12T20:16:20.412457] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-12T20:16:20.412602] [INFO ] [sig       ] APOG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:20.556132] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APOG.txt
[2025-12-12T20:16:20.556297] [INFO ] [sig       ] [219/3596] Completed APOG in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:20.556336] [INFO ] [sig       ] [220/3596] Forecasting APP...
[2025-12-12T20:16:20.556365] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-12T20:16:20.556396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-12T20:16:20.569854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-12T20:16:20.570237] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-12T20:16:20.571068] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-12T20:16:20.571125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:20.571162] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:20.571193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:20.571260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:20.629217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:20.629993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:20.630074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:20.630105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:20.747010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:20.747156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:20.747200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:20.747227] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:20.750709] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=59.54%)
[2025-12-12T20:16:20.750987] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-12T20:16:20.751114] [INFO ] [sig       ] APP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:20.892204] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/APP.txt
[2025-12-12T20:16:20.892342] [INFO ] [sig       ] [220/3596] Completed APP in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:20.892380] [INFO ] [sig       ] [221/3596] Forecasting APPF...
[2025-12-12T20:16:20.892408] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-12T20:16:20.892445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-12T20:16:20.904190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-12T20:16:20.904515] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-12T20:16:20.905308] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-12T20:16:20.905359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:20.905391] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:20.905418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:20.905473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:20.964083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:20.964875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:20.964957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:20.964990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:21.089699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:21.089859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:21.089898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:21.089926] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:21.093333] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-12-12T20:16:21.093629] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-12T20:16:21.093757] [INFO ] [sig       ] APPF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:21.238458] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APPF.txt
[2025-12-12T20:16:21.238613] [INFO ] [sig       ] [221/3596] Completed APPF in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:21.238654] [INFO ] [sig       ] [222/3596] Forecasting APPN...
[2025-12-12T20:16:21.238684] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-12T20:16:21.238714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-12T20:16:21.250169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-12T20:16:21.250505] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-12T20:16:21.251319] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-12T20:16:21.251372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:21.251405] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:21.251431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:21.251487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:21.310137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:21.310878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:21.310958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:21.311001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:21.428808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:21.428959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:21.428999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:21.429027] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:21.432744] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-12T20:16:21.433050] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-12T20:16:21.433190] [INFO ] [sig       ] APPN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:21.582420] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APPN.txt
[2025-12-12T20:16:21.582588] [INFO ] [sig       ] [222/3596] Completed APPN in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:21.582629] [INFO ] [sig       ] [223/3596] Forecasting APPS...
[2025-12-12T20:16:21.582658] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-12T20:16:21.582688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-12T20:16:21.594060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-12T20:16:21.594388] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-12T20:16:21.595178] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-12T20:16:21.595230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:21.595261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:21.595287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:21.595342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:21.655105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:21.655925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:21.656009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:21.656041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:21.777900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:21.778049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:21.778090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:21.778119] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:21.781566] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-12T20:16:21.781858] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-12T20:16:21.781984] [INFO ] [sig       ] APPS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:21.929654] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APPS.txt
[2025-12-12T20:16:21.929815] [INFO ] [sig       ] [223/3596] Completed APPS in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:21.929854] [INFO ] [sig       ] [224/3596] Forecasting APVO...
[2025-12-12T20:16:21.929883] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-12T20:16:21.929914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-12T20:16:21.941761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-12T20:16:21.942088] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-12T20:16:21.942928] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-12T20:16:21.942980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:21.943011] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:21.943039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:21.943096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:22.001704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:22.002551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:22.002676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:22.002710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:22.117448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:22.117621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:22.117663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:22.117691] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:22.121307] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-12-12T20:16:22.121621] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-12T20:16:22.121752] [INFO ] [sig       ] APVO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:22.276786] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/APVO.txt
[2025-12-12T20:16:22.276948] [INFO ] [sig       ] [224/3596] Completed APVO in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:22.276988] [INFO ] [sig       ] [225/3596] Forecasting APYX...
[2025-12-12T20:16:22.277017] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-12T20:16:22.277049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-12T20:16:22.289847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-12T20:16:22.290229] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-12T20:16:22.291089] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-12T20:16:22.291145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:22.291178] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:22.291209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:22.291267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:22.351978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:22.352900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:22.352981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:22.353013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:22.472586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:22.472735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:22.472778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:22.472807] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:22.476367] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-12T20:16:22.476698] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-12T20:16:22.476836] [INFO ] [sig       ] APYX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:22.622925] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/APYX.txt
[2025-12-12T20:16:22.623068] [INFO ] [sig       ] [225/3596] Completed APYX in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:22.623106] [INFO ] [sig       ] [226/3596] Forecasting AQMS...
[2025-12-12T20:16:22.623134] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-12T20:16:22.623165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-12T20:16:22.634398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-12T20:16:22.634754] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-12T20:16:22.635552] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-12T20:16:22.635624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:22.635656] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:22.635682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:22.635738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:22.694827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:22.695635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:22.695716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:22.695750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:22.814357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:22.814516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:22.814557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:22.814605] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:22.818111] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-12T20:16:22.818380] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-12T20:16:22.818715] [INFO ] [sig       ] AQMS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:22.957226] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AQMS.txt
[2025-12-12T20:16:22.957385] [INFO ] [sig       ] [226/3596] Completed AQMS in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:22.957424] [INFO ] [sig       ] [227/3596] Forecasting AQN...
[2025-12-12T20:16:22.957664] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-12T20:16:22.957695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-12T20:16:22.971003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-12T20:16:22.971326] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-12T20:16:22.972138] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-12T20:16:22.972192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:22.972228] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:22.972255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:22.972312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:23.033941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:23.034879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:23.034966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:23.035002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:23.155269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:23.155418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:23.155460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:23.155490] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:23.158937] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-12T20:16:23.159221] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-12T20:16:23.159348] [INFO ] [sig       ] AQN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:23.303759] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AQN.txt
[2025-12-12T20:16:23.303951] [INFO ] [sig       ] [227/3596] Completed AQN in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:23.303991] [INFO ] [sig       ] [228/3596] Forecasting AQNB...
[2025-12-12T20:16:23.304020] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-12T20:16:23.304053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-12T20:16:23.316171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-12T20:16:23.316622] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-12T20:16:23.317474] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-12T20:16:23.317532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:23.317566] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:23.317629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:23.317709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:23.381884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:23.382735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:23.382817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:23.382851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:23.496547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:23.496699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:23.496740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:23.496768] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:23.500169] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-12-12T20:16:23.500441] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-12T20:16:23.500565] [INFO ] [sig       ] AQNB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:23.649408] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AQNB.txt
[2025-12-12T20:16:23.649543] [INFO ] [sig       ] [228/3596] Completed AQNB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:23.649625] [INFO ] [sig       ] [229/3596] Forecasting ARBB...
[2025-12-12T20:16:23.649655] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-12T20:16:23.649687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-12T20:16:23.661074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-12T20:16:23.661424] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-12T20:16:23.662245] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-12T20:16:23.662301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:23.662333] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:23.662361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:23.662418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:23.723433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:23.724303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:23.724385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:23.724418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:23.845997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:23.846138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:23.846179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:23.846217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:23.849937] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-12-12T20:16:23.850249] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-12T20:16:23.850384] [INFO ] [sig       ] ARBB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:24.007739] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARBB.txt
[2025-12-12T20:16:24.007902] [INFO ] [sig       ] [229/3596] Completed ARBB in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:24.007942] [INFO ] [sig       ] [230/3596] Forecasting ARBE...
[2025-12-12T20:16:24.007972] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-12T20:16:24.008004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-12T20:16:24.019607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-12T20:16:24.019921] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-12T20:16:24.020776] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-12T20:16:24.020838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:24.020872] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:24.020899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:24.020957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:24.080493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:24.081295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:24.081376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:24.081410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:24.206106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:24.206254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:24.206294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:24.206325] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:24.209814] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-12T20:16:24.210096] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-12T20:16:24.210230] [INFO ] [sig       ] ARBE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:24.365174] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARBE.txt
[2025-12-12T20:16:24.365332] [INFO ] [sig       ] [230/3596] Completed ARBE in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-12T20:16:24.365378] [INFO ] [sig       ] [231/3596] Forecasting ARCB...
[2025-12-12T20:16:24.365408] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-12T20:16:24.365440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-12T20:16:24.376975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-12T20:16:24.377306] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-12T20:16:24.378151] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-12T20:16:24.378204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:24.378262] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:24.378290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:24.378361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:24.441111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:24.441934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:24.442017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:24.442051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:24.569524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:24.569711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:24.569752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:24.569782] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:24.573335] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-12T20:16:24.573658] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-12T20:16:24.573813] [INFO ] [sig       ] ARCB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:24.718115] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARCB.txt
[2025-12-12T20:16:24.718256] [INFO ] [sig       ] [231/3596] Completed ARCB in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-12T20:16:24.718294] [INFO ] [sig       ] [232/3596] Forecasting ARCC...
[2025-12-12T20:16:24.718322] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-12T20:16:24.718353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-12T20:16:24.731048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-12T20:16:24.731380] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-12T20:16:24.732169] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-12T20:16:24.732221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:24.732252] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:24.732278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:24.732333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:24.792744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:24.793614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:24.793695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:24.793726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:24.914348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:24.914490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:24.914532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:24.914560] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:24.918044] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-12T20:16:24.918326] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-12T20:16:24.918450] [INFO ] [sig       ] ARCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:25.058556] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ARCC.txt
[2025-12-12T20:16:25.058708] [INFO ] [sig       ] [232/3596] Completed ARCC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:25.058746] [INFO ] [sig       ] [233/3596] Forecasting ARCO...
[2025-12-12T20:16:25.058774] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-12T20:16:25.058805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-12T20:16:25.070257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-12T20:16:25.070561] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-12T20:16:25.071366] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-12T20:16:25.071424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:25.071457] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:25.071483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:25.071538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:25.129847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:25.130524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:25.130621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:25.130656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:25.245823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:25.245959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:25.245998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:25.246026] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:25.249610] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-12-12T20:16:25.249889] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-12T20:16:25.250013] [INFO ] [sig       ] ARCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:25.390424] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARCO.txt
[2025-12-12T20:16:25.390564] [INFO ] [sig       ] [233/3596] Completed ARCO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:25.390620] [INFO ] [sig       ] [234/3596] Forecasting ARDC...
[2025-12-12T20:16:25.390648] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-12T20:16:25.390679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-12T20:16:25.402805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-12T20:16:25.403104] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-12T20:16:25.403891] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-12T20:16:25.403942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:25.403973] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:25.403999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:25.404054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:25.462538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:25.463210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:25.463295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:25.463327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:25.579154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:25.579299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:25.579342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:25.579402] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:25.583004] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-12T20:16:25.583292] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-12T20:16:25.583424] [INFO ] [sig       ] ARDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:25.724090] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ARDC.txt
[2025-12-12T20:16:25.724224] [INFO ] [sig       ] [234/3596] Completed ARDC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:25.724270] [INFO ] [sig       ] [235/3596] Forecasting ARDX...
[2025-12-12T20:16:25.724304] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-12T20:16:25.724341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-12T20:16:25.735830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-12T20:16:25.736129] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-12T20:16:25.736932] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-12T20:16:25.736987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:25.737018] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:25.737046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:25.737101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:25.796824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:25.797588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:25.797669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:25.797701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:25.917725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:25.917868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:25.917908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:25.917936] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:25.921364] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-12T20:16:25.921679] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-12T20:16:25.921807] [INFO ] [sig       ] ARDX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:26.060428] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARDX.txt
[2025-12-12T20:16:26.060562] [INFO ] [sig       ] [235/3596] Completed ARDX in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:26.060618] [INFO ] [sig       ] [236/3596] Forecasting ARE...
[2025-12-12T20:16:26.060646] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-12T20:16:26.060677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-12T20:16:26.071628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-12T20:16:26.071915] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-12T20:16:26.072687] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-12T20:16:26.072738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:26.072768] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:26.072795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:26.072851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:26.132925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:26.133617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:26.133700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:26.133733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:26.258827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:26.258969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:26.259010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:26.259040] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:26.262824] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-12T20:16:26.263101] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-12T20:16:26.263227] [INFO ] [sig       ] ARE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:26.405880] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ARE.txt
[2025-12-12T20:16:26.406031] [INFO ] [sig       ] [236/3596] Completed ARE in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:26.406069] [INFO ] [sig       ] [237/3596] Forecasting AREC...
[2025-12-12T20:16:26.406098] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-12T20:16:26.406130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-12T20:16:26.417452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-12T20:16:26.417832] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-12T20:16:26.418694] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-12T20:16:26.418747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:26.418778] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:26.418803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:26.418860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:26.479698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:26.480815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:26.480903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:26.480936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:26.606601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:26.606762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:26.606802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:26.606830] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:26.610414] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-12T20:16:26.610881] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-12T20:16:26.611007] [INFO ] [sig       ] AREC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:26.755316] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AREC.txt
[2025-12-12T20:16:26.755452] [INFO ] [sig       ] [237/3596] Completed AREC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:26.755490] [INFO ] [sig       ] [238/3596] Forecasting ARES...
[2025-12-12T20:16:26.755518] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-12T20:16:26.755548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-12T20:16:26.767128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-12T20:16:26.767435] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-12T20:16:26.768407] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-12T20:16:26.768679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:26.768731] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:26.768758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:26.768818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:26.828329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:26.829021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:26.829097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:26.829129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:26.948698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:26.948839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:26.948877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:26.948905] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:26.952800] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-12-12T20:16:26.953073] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-12T20:16:26.953197] [INFO ] [sig       ] ARES: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:27.092603] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARES.txt
[2025-12-12T20:16:27.092736] [INFO ] [sig       ] [238/3596] Completed ARES in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:27.092775] [INFO ] [sig       ] [239/3596] Forecasting ARGX...
[2025-12-12T20:16:27.092804] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-12T20:16:27.092835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-12T20:16:27.103934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-12T20:16:27.104238] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-12T20:16:27.105052] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-12T20:16:27.105103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:27.105134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:27.105161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:27.105216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:27.163287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:27.163979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:27.164057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:27.164088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:27.286848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:27.286991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:27.287030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:27.287058] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:27.290420] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-12T20:16:27.290715] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-12T20:16:27.290841] [INFO ] [sig       ] ARGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:27.430069] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARGX.txt
[2025-12-12T20:16:27.430200] [INFO ] [sig       ] [239/3596] Completed ARGX in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:27.430238] [INFO ] [sig       ] [240/3596] Forecasting ARHS...
[2025-12-12T20:16:27.430274] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-12T20:16:27.430305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-12T20:16:27.441256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-12T20:16:27.441550] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-12T20:16:27.442333] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-12T20:16:27.442385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:27.442416] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:27.442442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:27.442498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:27.500242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:27.500959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:27.501037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:27.501069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:27.627669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:27.627819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:27.627860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:27.627888] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:27.631742] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-12T20:16:27.632016] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-12T20:16:27.632142] [INFO ] [sig       ] ARHS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:27.773595] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARHS.txt
[2025-12-12T20:16:27.773739] [INFO ] [sig       ] [240/3596] Completed ARHS in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:27.773777] [INFO ] [sig       ] [241/3596] Forecasting ARI...
[2025-12-12T20:16:27.773805] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-12T20:16:27.773837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-12T20:16:27.786474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-12T20:16:27.786812] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-12T20:16:27.787789] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-12T20:16:27.787840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:27.787881] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:27.787910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:27.787965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:27.847708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:27.848349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:27.848656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:27.848689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:27.968054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:27.968199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:27.968239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:27.968266] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:27.971624] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-12-12T20:16:27.971894] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-12T20:16:27.972017] [INFO ] [sig       ] ARI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:28.109805] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARI.txt
[2025-12-12T20:16:28.109938] [INFO ] [sig       ] [241/3596] Completed ARI in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:28.109975] [INFO ] [sig       ] [242/3596] Forecasting ARKO...
[2025-12-12T20:16:28.110003] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-12T20:16:28.110034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-12T20:16:28.121213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-12T20:16:28.121522] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-12T20:16:28.122319] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-12T20:16:28.122370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:28.122402] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:28.122429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:28.122485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:28.180997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:28.181811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:28.181893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:28.181925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:28.302543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:28.302687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:28.302726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:28.302755] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:28.306513] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-12-12T20:16:28.306811] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-12T20:16:28.306945] [INFO ] [sig       ] ARKO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:28.446518] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ARKO.txt
[2025-12-12T20:16:28.446664] [INFO ] [sig       ] [242/3596] Completed ARKO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-12T20:16:28.446703] [INFO ] [sig       ] [243/3596] Forecasting ARLO...
[2025-12-12T20:16:28.446732] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-12T20:16:28.446763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-12T20:16:28.458377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-12T20:16:28.458905] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-12T20:16:28.459734] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-12T20:16:28.459787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:28.459819] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:28.459846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:28.459902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:28.518741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:28.519376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:28.519454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:28.519487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:28.641297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:28.641448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:28.641489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:28.641517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:28.644994] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=61.81%)
[2025-12-12T20:16:28.645274] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-12T20:16:28.645427] [INFO ] [sig       ] ARLO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:28.794167] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ARLO.txt
[2025-12-12T20:16:28.794311] [INFO ] [sig       ] [243/3596] Completed ARLO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-12T20:16:28.794350] [INFO ] [sig       ] [244/3596] Forecasting ARLP...
[2025-12-12T20:16:28.794378] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-12T20:16:28.794409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-12T20:16:28.806263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-12T20:16:28.806562] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-12T20:16:28.807327] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-12T20:16:28.807388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:28.807426] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:28.807458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:28.807519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:28.864753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:28.865389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:28.865463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:28.865494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:28.980936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:28.981081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:28.981118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:28.981146] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:28.984542] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-12T20:16:28.984830] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-12T20:16:28.984954] [INFO ] [sig       ] ARLP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:29.127187] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ARLP.txt
[2025-12-12T20:16:29.127361] [INFO ] [sig       ] [244/3596] Completed ARLP in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-12T20:16:29.127415] [INFO ] [sig       ] [245/3596] Forecasting ARM...
[2025-12-12T20:16:29.127450] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-12T20:16:29.127488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-12T20:16:29.138566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-12T20:16:29.138874] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-12T20:16:29.139665] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-12T20:16:29.139716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:29.139747] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:29.139773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:29.139828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:29.197513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:29.198149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:29.198224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:29.198257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:29.316962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:29.317100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:29.317140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:29.317169] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:29.320600] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-12T20:16:29.320906] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-12T20:16:29.321037] [INFO ] [sig       ] ARM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:29.462657] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARM.txt
[2025-12-12T20:16:29.462780] [INFO ] [sig       ] [245/3596] Completed ARM in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-12T20:16:29.462826] [INFO ] [sig       ] [246/3596] Forecasting ARMK...
[2025-12-12T20:16:29.462854] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-12T20:16:29.462885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-12T20:16:29.473981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-12T20:16:29.474261] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-12T20:16:29.475042] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-12T20:16:29.475093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:29.475124] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:29.475150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:29.475205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:29.534710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:29.535382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:29.535466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:29.535499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:29.665740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:29.665892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:29.665938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:29.665971] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:29.669347] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=43.74%)
[2025-12-12T20:16:29.669865] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-12T20:16:29.670014] [INFO ] [sig       ] ARMK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:29.813922] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARMK.txt
[2025-12-12T20:16:29.814061] [INFO ] [sig       ] [246/3596] Completed ARMK in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-12T20:16:29.814101] [INFO ] [sig       ] [247/3596] Forecasting AROC...
[2025-12-12T20:16:29.814130] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-12T20:16:29.814161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-12T20:16:29.826957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-12T20:16:29.827290] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-12T20:16:29.828098] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-12T20:16:29.828151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:29.828184] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:29.828210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:29.828267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:29.887358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:29.888155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:29.888272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:29.888313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:30.008077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:30.008233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:30.008276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:30.008306] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:30.011733] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-12T20:16:30.012015] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-12T20:16:30.012146] [INFO ] [sig       ] AROC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:30.152229] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AROC.txt
[2025-12-12T20:16:30.152368] [INFO ] [sig       ] [247/3596] Completed AROC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-12T20:16:30.152406] [INFO ] [sig       ] [248/3596] Forecasting ARQ...
[2025-12-12T20:16:30.152434] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-12T20:16:30.152464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-12T20:16:30.164224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-12T20:16:30.164515] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-12T20:16:30.165299] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-12T20:16:30.165350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:30.165406] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:30.165434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:30.165491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:30.224026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:30.224772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:30.224858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:30.224892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:30.343604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:30.343753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:30.343794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:30.343837] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:30.347178] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-12T20:16:30.347452] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-12T20:16:30.347593] [INFO ] [sig       ] ARQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:30.487977] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARQ.txt
[2025-12-12T20:16:30.488111] [INFO ] [sig       ] [248/3596] Completed ARQ in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-12T20:16:30.488149] [INFO ] [sig       ] [249/3596] Forecasting ARQQ...
[2025-12-12T20:16:30.488178] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-12T20:16:30.488209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-12T20:16:30.499466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-12T20:16:30.499809] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-12T20:16:30.500632] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-12T20:16:30.500685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:30.500717] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:30.500743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:30.500800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:30.559072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:30.559822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:30.559901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:30.559932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:30.679370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:30.679531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:30.679601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:30.679632] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:30.682981] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2025-12-12T20:16:30.683252] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-12T20:16:30.683384] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:30.822841] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARQQ.txt
[2025-12-12T20:16:30.822979] [INFO ] [sig       ] [249/3596] Completed ARQQ in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-12T20:16:30.823017] [INFO ] [sig       ] [250/3596] Forecasting ARRY...
[2025-12-12T20:16:30.823045] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-12T20:16:30.823075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-12T20:16:30.834425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-12T20:16:30.834961] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-12T20:16:30.836011] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-12T20:16:30.836063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:30.836096] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:30.836123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:30.836180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:30.894802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:30.895649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:30.895758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:30.895791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:31.022075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:31.022226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:31.022264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:31.022290] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:31.026152] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-12-12T20:16:31.026427] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-12T20:16:31.026552] [INFO ] [sig       ] ARRY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:31.163958] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARRY.txt
[2025-12-12T20:16:31.164089] [INFO ] [sig       ] [250/3596] Completed ARRY in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-12T20:16:31.164127] [INFO ] [sig       ] [251/3596] Forecasting ARTL...
[2025-12-12T20:16:31.164155] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-12T20:16:31.164186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-12T20:16:31.176306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-12T20:16:31.176623] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-12T20:16:31.177374] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-12T20:16:31.177425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:31.177456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:31.177482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:31.177537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:31.234896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:31.235534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:31.235631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:31.235664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:31.351076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:31.351220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:31.351258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:31.351315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:31.354635] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-12T20:16:31.354904] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-12T20:16:31.355027] [INFO ] [sig       ] ARTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:31.495923] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARTL.txt
[2025-12-12T20:16:31.496075] [INFO ] [sig       ] [251/3596] Completed ARTL in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-12T20:16:31.496115] [INFO ] [sig       ] [252/3596] Forecasting ARTNA...
[2025-12-12T20:16:31.496142] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-12T20:16:31.496172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-12T20:16:31.509141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-12T20:16:31.509463] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-12T20:16:31.510257] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-12T20:16:31.510308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:31.510350] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:31.510378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:31.510434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:31.569941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:31.570613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:31.570882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:31.570913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:31.689000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:31.689145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:31.689183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:31.689210] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:31.692739] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-12T20:16:31.693008] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-12T20:16:31.693133] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:31.837516] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ARTNA.txt
[2025-12-12T20:16:31.837675] [INFO ] [sig       ] [252/3596] Completed ARTNA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-12T20:16:31.837714] [INFO ] [sig       ] [253/3596] Forecasting ARVN...
[2025-12-12T20:16:31.837742] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-12T20:16:31.837774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-12T20:16:31.849699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-12T20:16:31.849998] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-12T20:16:31.850802] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-12T20:16:31.850853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:31.850885] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:31.850912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:31.850969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:31.911512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:31.912185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:31.912262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:31.912294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:32.031298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:32.031455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:32.031493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:32.031522] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:32.034854] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-12T20:16:32.035122] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-12T20:16:32.035241] [INFO ] [sig       ] ARVN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:32.172516] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ARVN.txt
[2025-12-12T20:16:32.172666] [INFO ] [sig       ] [253/3596] Completed ARVN in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-12T20:16:32.172707] [INFO ] [sig       ] [254/3596] Forecasting ASA...
[2025-12-12T20:16:32.172734] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-12T20:16:32.172765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-12T20:16:32.184239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-12T20:16:32.184516] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-12T20:16:32.185284] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-12T20:16:32.185334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:32.185365] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:32.185392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:32.185447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:32.241553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:32.242184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:32.242261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:32.242292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:32.361449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:32.361613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:32.361652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:32.361680] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:32.364976] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-12T20:16:32.365246] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-12T20:16:32.365370] [INFO ] [sig       ] ASA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:32.505139] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASA.txt
[2025-12-12T20:16:32.505268] [INFO ] [sig       ] [254/3596] Completed ASA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-12T20:16:32.505305] [INFO ] [sig       ] [255/3596] Forecasting ASB...
[2025-12-12T20:16:32.505333] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-12T20:16:32.505364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-12T20:16:32.516741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-12T20:16:32.517007] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-12T20:16:32.517776] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-12T20:16:32.517828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:32.517860] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:32.517887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:32.517942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:32.575780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:32.576496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:32.576589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:32.576623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:32.699321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:32.699485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:32.699524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:32.699551] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:32.703072] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-12T20:16:32.703394] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-12T20:16:32.703531] [INFO ] [sig       ] ASB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:32.851831] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASB.txt
[2025-12-12T20:16:32.851990] [INFO ] [sig       ] [255/3596] Completed ASB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:32.852030] [INFO ] [sig       ] [256/3596] Forecasting ASBA...
[2025-12-12T20:16:32.852064] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-12T20:16:32.852097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-12T20:16:32.863200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-12T20:16:32.863496] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-12T20:16:32.864292] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-12T20:16:32.864353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:32.864386] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:32.864412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:32.864467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:32.922376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:32.923049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:32.923126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:32.923157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:33.031646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:33.031781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:33.031820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:33.031847] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:33.035068] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-12T20:16:33.035334] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-12T20:16:33.035458] [INFO ] [sig       ] ASBA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:33.172039] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASBA.txt
[2025-12-12T20:16:33.172159] [INFO ] [sig       ] [256/3596] Completed ASBA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:33.172196] [INFO ] [sig       ] [257/3596] Forecasting ASC...
[2025-12-12T20:16:33.172224] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-12T20:16:33.172255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-12T20:16:33.183752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-12T20:16:33.184013] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-12T20:16:33.184775] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-12T20:16:33.184826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:33.184856] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:33.184882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:33.184937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:33.241010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:33.241679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:33.241757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:33.241788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:33.353232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:33.353357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:33.353395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:33.353422] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:33.356714] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-12T20:16:33.356978] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-12T20:16:33.357099] [INFO ] [sig       ] ASC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:33.497181] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASC.txt
[2025-12-12T20:16:33.497313] [INFO ] [sig       ] [257/3596] Completed ASC in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:33.497349] [INFO ] [sig       ] [258/3596] Forecasting ASG...
[2025-12-12T20:16:33.497377] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-12T20:16:33.497408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-12T20:16:33.508904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-12T20:16:33.509157] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-12T20:16:33.510040] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-12T20:16:33.510091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:33.510121] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:33.510147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:33.510202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:33.567252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:33.567916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:33.568014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:33.568047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:33.689956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:33.690098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:33.690137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:33.690166] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:33.693432] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-12T20:16:33.693719] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-12T20:16:33.693843] [INFO ] [sig       ] ASG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:33.831380] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASG.txt
[2025-12-12T20:16:33.831533] [INFO ] [sig       ] [258/3596] Completed ASG in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:33.831599] [INFO ] [sig       ] [259/3596] Forecasting ASGI...
[2025-12-12T20:16:33.831630] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-12T20:16:33.831661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-12T20:16:33.843081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-12T20:16:33.843331] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-12T20:16:33.844108] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-12T20:16:33.844159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:33.844190] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:33.844217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:33.844273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:33.900717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:33.901325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:33.901398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:33.901430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:34.020980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:34.021123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:34.021161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:34.021205] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:34.024487] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=38.81%)
[2025-12-12T20:16:34.024771] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-12T20:16:34.024894] [INFO ] [sig       ] ASGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:34.161563] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASGI.txt
[2025-12-12T20:16:34.161715] [INFO ] [sig       ] [259/3596] Completed ASGI in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:34.161753] [INFO ] [sig       ] [260/3596] Forecasting ASGN...
[2025-12-12T20:16:34.161781] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-12T20:16:34.161812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-12T20:16:34.176004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-12T20:16:34.176427] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-12T20:16:34.177293] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-12T20:16:34.177350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:34.177382] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:34.177410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:34.177473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:34.242285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:34.243419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:34.243527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:34.243560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:34.373659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:34.373822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:34.373865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:34.373894] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:34.378105] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-12T20:16:34.378537] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-12T20:16:34.378749] [INFO ] [sig       ] ASGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:34.527866] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASGN.txt
[2025-12-12T20:16:34.528042] [INFO ] [sig       ] [260/3596] Completed ASGN in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:34.528082] [INFO ] [sig       ] [261/3596] Forecasting ASH...
[2025-12-12T20:16:34.528110] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-12T20:16:34.528142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-12T20:16:34.539984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-12T20:16:34.540299] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-12T20:16:34.541129] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-12T20:16:34.541180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:34.541211] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:34.541238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:34.541294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:34.599056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:34.599737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:34.599812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:34.599843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:34.718930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:34.719082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:34.719121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:34.719152] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:34.722480] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-12-12T20:16:34.722788] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-12T20:16:34.722910] [INFO ] [sig       ] ASH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:34.910555] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASH.txt
[2025-12-12T20:16:34.910759] [INFO ] [sig       ] [261/3596] Completed ASH in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:34.910798] [INFO ] [sig       ] [262/3596] Forecasting ASIX...
[2025-12-12T20:16:34.910828] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-12T20:16:34.910859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-12T20:16:34.923502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-12T20:16:34.923979] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-12T20:16:34.924965] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-12T20:16:34.925020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:34.925053] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:34.925081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:34.925138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:34.989029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:34.989970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:34.990061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:34.990095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:35.110690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:35.110850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:35.110891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:35.110919] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:35.114351] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-12T20:16:35.114668] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-12T20:16:35.114806] [INFO ] [sig       ] ASIX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:35.257527] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASIX.txt
[2025-12-12T20:16:35.257705] [INFO ] [sig       ] [262/3596] Completed ASIX in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:35.257746] [INFO ] [sig       ] [263/3596] Forecasting ASLE...
[2025-12-12T20:16:35.257777] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-12T20:16:35.257811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-12T20:16:35.268679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-12T20:16:35.268967] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-12T20:16:35.269785] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-12T20:16:35.269837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:35.269870] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:35.269896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:35.269961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:35.334112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:35.335025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:35.335124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:35.335162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:35.466753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:35.466914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:35.466958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:35.466997] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:35.470776] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-12T20:16:35.471143] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-12T20:16:35.471288] [INFO ] [sig       ] ASLE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:35.630675] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASLE.txt
[2025-12-12T20:16:35.630857] [INFO ] [sig       ] [263/3596] Completed ASLE in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:35.630898] [INFO ] [sig       ] [264/3596] Forecasting ASMB...
[2025-12-12T20:16:35.630927] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-12T20:16:35.630960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-12T20:16:35.643838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-12T20:16:35.644231] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-12T20:16:35.645036] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-12T20:16:35.645088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:35.645120] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:35.645145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:35.645200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:35.703412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:35.704220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:35.704304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:35.704337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:35.827507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:35.827690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:35.827748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:35.827777] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:35.831601] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-12T20:16:35.831883] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-12T20:16:35.832008] [INFO ] [sig       ] ASMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:35.980718] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASMB.txt
[2025-12-12T20:16:35.980917] [INFO ] [sig       ] [264/3596] Completed ASMB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:35.980972] [INFO ] [sig       ] [265/3596] Forecasting ASML...
[2025-12-12T20:16:35.981013] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-12T20:16:35.981058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-12T20:16:35.994340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-12T20:16:35.994776] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-12T20:16:35.995605] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-12T20:16:35.995670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:35.995730] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:35.995759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:35.995816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:36.055412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:36.056362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:36.056450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:36.056484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:36.186232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:36.186393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:36.186436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:36.186464] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:36.190254] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=40.10%)
[2025-12-12T20:16:36.190637] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-12T20:16:36.190792] [INFO ] [sig       ] ASML: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:36.340772] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASML.txt
[2025-12-12T20:16:36.340935] [INFO ] [sig       ] [265/3596] Completed ASML in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:36.340976] [INFO ] [sig       ] [266/3596] Forecasting ASND...
[2025-12-12T20:16:36.341008] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-12T20:16:36.341041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-12T20:16:36.354909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-12T20:16:36.355231] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-12T20:16:36.356078] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-12T20:16:36.356132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:36.356166] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:36.356193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:36.356250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:36.413709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:36.414505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:36.414625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:36.414666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:36.543704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:36.543888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:36.543931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:36.543961] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:36.547450] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-12T20:16:36.547810] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-12T20:16:36.547949] [INFO ] [sig       ] ASND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:36.686692] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASND.txt
[2025-12-12T20:16:36.686832] [INFO ] [sig       ] [266/3596] Completed ASND in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-12T20:16:36.686872] [INFO ] [sig       ] [267/3596] Forecasting ASNS...
[2025-12-12T20:16:36.686901] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-12T20:16:36.686933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-12T20:16:36.698962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-12T20:16:36.699373] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-12T20:16:36.700269] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-12T20:16:36.700323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:36.700356] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:36.700382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:36.700440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:36.758337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:36.759206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:36.759285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:36.759317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:36.872928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:36.873107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:36.873165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:36.873210] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:36.877546] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-12T20:16:36.877899] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-12T20:16:36.878037] [INFO ] [sig       ] ASNS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:37.016417] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASNS.txt
[2025-12-12T20:16:37.016594] [INFO ] [sig       ] [267/3596] Completed ASNS in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-12T20:16:37.016637] [INFO ] [sig       ] [268/3596] Forecasting ASO...
[2025-12-12T20:16:37.016668] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-12T20:16:37.016701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-12T20:16:37.027945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-12T20:16:37.028253] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-12T20:16:37.029089] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-12T20:16:37.029142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:37.029175] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:37.029202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:37.029258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:37.086936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:37.087843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:37.087927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:37.087961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:37.210153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:37.210314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:37.210367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:37.210427] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:37.214007] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-12T20:16:37.214342] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-12T20:16:37.214477] [INFO ] [sig       ] ASO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:37.355109] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASO.txt
[2025-12-12T20:16:37.355252] [INFO ] [sig       ] [268/3596] Completed ASO in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-12T20:16:37.355292] [INFO ] [sig       ] [269/3596] Forecasting ASPI...
[2025-12-12T20:16:37.355321] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-12T20:16:37.355353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-12T20:16:37.366570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-12T20:16:37.366862] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-12T20:16:37.367659] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-12T20:16:37.367711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:37.367744] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:37.367770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:37.367826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:37.424874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:37.425514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:37.425612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:37.425647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:37.548152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:37.548301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:37.548344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:37.548372] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:37.551755] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-12T20:16:37.552035] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-12T20:16:37.552162] [INFO ] [sig       ] ASPI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:37.698771] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASPI.txt
[2025-12-12T20:16:37.698932] [INFO ] [sig       ] [269/3596] Completed ASPI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-12T20:16:37.698972] [INFO ] [sig       ] [270/3596] Forecasting ASPN...
[2025-12-12T20:16:37.699000] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-12T20:16:37.699031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-12T20:16:37.711840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-12T20:16:37.712184] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-12T20:16:37.712980] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-12T20:16:37.713032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:37.713063] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:37.713089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:37.713145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:37.772108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:37.772945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:37.773024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:37.773055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:37.901011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:37.901159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:37.901198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:37.901226] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:37.904904] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-12T20:16:37.905205] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-12T20:16:37.905335] [INFO ] [sig       ] ASPN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:38.046214] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASPN.txt
[2025-12-12T20:16:38.046374] [INFO ] [sig       ] [270/3596] Completed ASPN in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-12T20:16:38.046419] [INFO ] [sig       ] [271/3596] Forecasting ASPS...
[2025-12-12T20:16:38.046454] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-12T20:16:38.046494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-12T20:16:38.058858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-12T20:16:38.059274] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-12T20:16:38.060101] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-12T20:16:38.060152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:38.060184] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:38.060210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:38.060270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:38.118143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:38.119057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:38.119148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:38.119184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:38.240937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:38.241096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:38.241135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:38.241162] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:38.244558] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-12T20:16:38.244917] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-12T20:16:38.245060] [INFO ] [sig       ] ASPS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:38.393643] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ASPS.txt
[2025-12-12T20:16:38.393804] [INFO ] [sig       ] [271/3596] Completed ASPS in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:38.393842] [INFO ] [sig       ] [272/3596] Forecasting ASTE...
[2025-12-12T20:16:38.393871] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-12T20:16:38.393903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-12T20:16:38.405635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-12T20:16:38.406017] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-12T20:16:38.406866] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-12T20:16:38.406919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:38.406952] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:38.406981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:38.407039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:38.467235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:38.468132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:38.468220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:38.468255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:38.590675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:38.590851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:38.590893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:38.590922] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:38.594693] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-12T20:16:38.595014] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-12T20:16:38.595149] [INFO ] [sig       ] ASTE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:38.743921] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASTE.txt
[2025-12-12T20:16:38.744070] [INFO ] [sig       ] [272/3596] Completed ASTE in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:38.744110] [INFO ] [sig       ] [273/3596] Forecasting ASTH...
[2025-12-12T20:16:38.744138] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-12T20:16:38.744169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-12T20:16:38.755554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-12T20:16:38.755895] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-12T20:16:38.756676] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-12T20:16:38.756727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:38.756759] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:38.756785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:38.756840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:38.813926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:38.814735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:38.814817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:38.814852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:38.932115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:38.932265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:38.932304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:38.932332] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:38.935700] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-12T20:16:38.935988] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-12T20:16:38.936110] [INFO ] [sig       ] ASTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:39.076919] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASTH.txt
[2025-12-12T20:16:39.077066] [INFO ] [sig       ] [273/3596] Completed ASTH in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:39.077104] [INFO ] [sig       ] [274/3596] Forecasting ASTI...
[2025-12-12T20:16:39.077133] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-12T20:16:39.077164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-12T20:16:39.090160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-12T20:16:39.090532] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-12T20:16:39.091367] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-12T20:16:39.091421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:39.091456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:39.091483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:39.091541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:39.153187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:39.153966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:39.154059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:39.154094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:39.274983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:39.275133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:39.275172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:39.275201] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:39.278595] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-12T20:16:39.278876] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-12T20:16:39.279003] [INFO ] [sig       ] ASTI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:39.417153] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASTI.txt
[2025-12-12T20:16:39.417300] [INFO ] [sig       ] [274/3596] Completed ASTI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:39.417339] [INFO ] [sig       ] [275/3596] Forecasting ASTL...
[2025-12-12T20:16:39.417368] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-12T20:16:39.417399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-12T20:16:39.429288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-12T20:16:39.429687] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-12T20:16:39.430687] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-12T20:16:39.430752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:39.430792] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:39.430827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:39.430904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:39.494295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:39.495387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:39.495502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:39.495536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:39.617942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:39.618095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:39.618136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:39.618164] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:39.621647] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=45.31%)
[2025-12-12T20:16:39.621929] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-12T20:16:39.622054] [INFO ] [sig       ] ASTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:39.764531] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASTL.txt
[2025-12-12T20:16:39.764704] [INFO ] [sig       ] [275/3596] Completed ASTL in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:39.764745] [INFO ] [sig       ] [276/3596] Forecasting ASTS...
[2025-12-12T20:16:39.764774] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-12T20:16:39.764806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-12T20:16:39.779421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-12T20:16:39.779801] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-12T20:16:39.780650] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-12T20:16:39.780728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:39.780764] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:39.780792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:39.780850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:39.839302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:39.840073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:39.840151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:39.840183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:39.959164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:39.959319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:39.959357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:39.959385] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:39.962818] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-12-12T20:16:39.963126] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-12T20:16:39.963265] [INFO ] [sig       ] ASTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:40.110028] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASTS.txt
[2025-12-12T20:16:40.110190] [INFO ] [sig       ] [276/3596] Completed ASTS in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:40.110228] [INFO ] [sig       ] [277/3596] Forecasting ASX...
[2025-12-12T20:16:40.110257] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-12T20:16:40.110288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-12T20:16:40.125183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-12T20:16:40.125523] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-12T20:16:40.126335] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-12T20:16:40.126387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:40.126420] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:40.126447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:40.126503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:40.206170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:40.207398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:40.207524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:40.207594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:40.385547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:40.385721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:40.385761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:40.385790] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:40.389460] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-12T20:16:40.389875] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-12T20:16:40.390024] [INFO ] [sig       ] ASX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:40.549501] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASX.txt
[2025-12-12T20:16:40.549755] [INFO ] [sig       ] [277/3596] Completed ASX in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:40.549811] [INFO ] [sig       ] [278/3596] Forecasting ASYS...
[2025-12-12T20:16:40.549844] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-12T20:16:40.550066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-12T20:16:40.564651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-12T20:16:40.565061] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-12T20:16:40.566018] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-12T20:16:40.566073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:40.566107] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:40.566135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:40.566194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:40.635007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:40.635916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:40.636001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:40.636035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:40.772489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:40.772659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:40.772699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:40.772727] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:40.776661] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=24.67%)
[2025-12-12T20:16:40.777028] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-12T20:16:40.777173] [INFO ] [sig       ] ASYS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:40.942887] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ASYS.txt
[2025-12-12T20:16:40.943081] [INFO ] [sig       ] [278/3596] Completed ASYS in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:40.943121] [INFO ] [sig       ] [279/3596] Forecasting ATAI...
[2025-12-12T20:16:40.943151] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-12T20:16:40.943183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-12T20:16:40.955182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-12T20:16:40.955618] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-12T20:16:40.956504] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-12T20:16:40.956561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:40.956618] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:40.956647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:40.956704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:41.021269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:41.022186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:41.022272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:41.022305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:41.146660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:41.147021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:41.147079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:41.147111] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:41.151137] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-12-12T20:16:41.151510] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-12T20:16:41.151682] [INFO ] [sig       ] ATAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:41.315346] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATAI.txt
[2025-12-12T20:16:41.315508] [INFO ] [sig       ] [279/3596] Completed ATAI in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:41.315556] [INFO ] [sig       ] [280/3596] Forecasting ATEC...
[2025-12-12T20:16:41.315610] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-12T20:16:41.315644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-12T20:16:41.327917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-12T20:16:41.328284] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-12T20:16:41.329174] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-12T20:16:41.329229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:41.329262] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:41.329290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:41.329347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:41.388889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:41.389547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:41.389668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:41.389702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:41.511017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:41.511163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:41.511203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:41.511230] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:41.514661] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-12T20:16:41.514948] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-12T20:16:41.515078] [INFO ] [sig       ] ATEC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:41.654767] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATEC.txt
[2025-12-12T20:16:41.654909] [INFO ] [sig       ] [280/3596] Completed ATEC in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:41.654947] [INFO ] [sig       ] [281/3596] Forecasting ATEN...
[2025-12-12T20:16:41.654975] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-12T20:16:41.655006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-12T20:16:41.666796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-12T20:16:41.667105] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-12T20:16:41.667955] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-12T20:16:41.668009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:41.668041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:41.668068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:41.668124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:41.727211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:41.727949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:41.728027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:41.728059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:41.850730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:41.850877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:41.850918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:41.850947] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:41.854430] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-12T20:16:41.854732] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-12T20:16:41.854880] [INFO ] [sig       ] ATEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:41.993919] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATEN.txt
[2025-12-12T20:16:41.994057] [INFO ] [sig       ] [281/3596] Completed ATEN in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:41.994096] [INFO ] [sig       ] [282/3596] Forecasting ATEX...
[2025-12-12T20:16:41.994124] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-12T20:16:41.994155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-12T20:16:42.005956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-12T20:16:42.006430] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-12T20:16:42.007217] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-12T20:16:42.007268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:42.007322] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:42.007350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:42.007421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:42.067636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:42.068403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:42.068483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:42.068516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:42.194510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:42.194714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:42.194754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:42.194782] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:42.198174] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-12T20:16:42.198458] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-12T20:16:42.198604] [INFO ] [sig       ] ATEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:42.337510] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATEX.txt
[2025-12-12T20:16:42.337701] [INFO ] [sig       ] [282/3596] Completed ATEX in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:42.337752] [INFO ] [sig       ] [283/3596] Forecasting ATGE...
[2025-12-12T20:16:42.337782] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-12T20:16:42.337815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-12T20:16:42.349051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-12T20:16:42.349350] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-12T20:16:42.350164] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-12T20:16:42.350215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:42.350246] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:42.350272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:42.350327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:42.408156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:42.408852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:42.408931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:42.408964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:42.531271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:42.531418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:42.531473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:42.531502] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:42.534847] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=53.51%)
[2025-12-12T20:16:42.535115] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-12T20:16:42.535240] [INFO ] [sig       ] ATGE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:42.675732] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATGE.txt
[2025-12-12T20:16:42.676469] [INFO ] [sig       ] [283/3596] Completed ATGE in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-12T20:16:42.676513] [INFO ] [sig       ] [284/3596] Forecasting ATHA...
[2025-12-12T20:16:42.676549] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-12T20:16:42.677318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-12T20:16:42.689663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-12T20:16:42.689992] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-12T20:16:42.690771] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-12T20:16:42.690822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:42.690854] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:42.690881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:42.690937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:42.752433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:42.753422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:42.753498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:42.753529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:42.886319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:42.886476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:42.886516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:42.886544] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:42.890373] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-12T20:16:42.890687] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-12T20:16:42.890813] [INFO ] [sig       ] ATHA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:43.030304] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATHA.txt
[2025-12-12T20:16:43.030461] [INFO ] [sig       ] [284/3596] Completed ATHA in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:43.030500] [INFO ] [sig       ] [285/3596] Forecasting ATHM...
[2025-12-12T20:16:43.030529] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-12T20:16:43.030560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-12T20:16:43.042357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-12T20:16:43.042746] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-12T20:16:43.043735] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-12T20:16:43.043787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:43.043818] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:43.043843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:43.043898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:43.103223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:43.104159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:43.104246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:43.104279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:43.226727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:43.226884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:43.226923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:43.226989] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:43.230879] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-12T20:16:43.231361] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-12T20:16:43.231494] [INFO ] [sig       ] ATHM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:43.372445] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATHM.txt
[2025-12-12T20:16:43.372601] [INFO ] [sig       ] [285/3596] Completed ATHM in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:43.372641] [INFO ] [sig       ] [286/3596] Forecasting ATI...
[2025-12-12T20:16:43.372670] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-12T20:16:43.372701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-12T20:16:43.384172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-12T20:16:43.384499] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-12T20:16:43.385291] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-12T20:16:43.385344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:43.385376] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:43.385403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:43.385459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:43.446158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:43.447187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:43.447269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:43.447301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:43.568442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:43.568618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:43.568659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:43.568686] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:43.572037] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-12T20:16:43.572314] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-12T20:16:43.572440] [INFO ] [sig       ] ATI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:43.718054] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATI.txt
[2025-12-12T20:16:43.718240] [INFO ] [sig       ] [286/3596] Completed ATI in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:43.718280] [INFO ] [sig       ] [287/3596] Forecasting ATLC...
[2025-12-12T20:16:43.718308] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-12T20:16:43.718340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-12T20:16:43.731219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-12T20:16:43.731666] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-12T20:16:43.732530] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-12T20:16:43.732609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:43.732658] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:43.732688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:43.732748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:43.798274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:43.799187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:43.799299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:43.799358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:43.935333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:43.935497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:43.935539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:43.935589] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:43.939381] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=60.01%)
[2025-12-12T20:16:43.939755] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-12T20:16:43.940109] [INFO ] [sig       ] ATLC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:44.093086] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATLC.txt
[2025-12-12T20:16:44.093242] [INFO ] [sig       ] [287/3596] Completed ATLC in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:44.093280] [INFO ] [sig       ] [288/3596] Forecasting ATLCZ...
[2025-12-12T20:16:44.093310] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-12T20:16:44.093343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-12T20:16:44.106316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-12T20:16:44.106681] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-12T20:16:44.107638] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-12T20:16:44.107691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:44.107722] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:44.107749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:44.107808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:44.168999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:44.169682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:44.169777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:44.169816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:44.289502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:44.289681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:44.289725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:44.289756] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:44.293346] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-12-12T20:16:44.293647] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-12T20:16:44.293790] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:44.438422] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATLCZ.txt
[2025-12-12T20:16:44.438561] [INFO ] [sig       ] [288/3596] Completed ATLCZ in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:44.438616] [INFO ] [sig       ] [289/3596] Forecasting ATLO...
[2025-12-12T20:16:44.438645] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-12T20:16:44.438681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-12T20:16:44.450702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-12T20:16:44.451052] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-12T20:16:44.452067] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-12T20:16:44.452120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:44.452153] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:44.452181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:44.452239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:44.515962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:44.516917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:44.516997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:44.517030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:44.634490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:44.634669] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:16:44.634711] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:44.634739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:44.639322] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-12T20:16:44.639768] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-12T20:16:44.640111] [INFO ] [sig       ] ATLO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:44.792987] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATLO.txt
[2025-12-12T20:16:44.793166] [INFO ] [sig       ] [289/3596] Completed ATLO in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:44.793207] [INFO ] [sig       ] [290/3596] Forecasting ATNI...
[2025-12-12T20:16:44.793238] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-12T20:16:44.793276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-12T20:16:44.806456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-12T20:16:44.806863] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-12T20:16:44.807707] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-12T20:16:44.807773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:44.807812] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:44.807844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:44.807909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:44.871625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:44.872542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:44.872651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:44.872686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:45.003188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:45.003347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:45.003389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:45.003418] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:45.007013] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-12T20:16:45.007366] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-12T20:16:45.007719] [INFO ] [sig       ] ATNI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:45.160527] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATNI.txt
[2025-12-12T20:16:45.160710] [INFO ] [sig       ] [290/3596] Completed ATNI in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:45.160751] [INFO ] [sig       ] [291/3596] Forecasting ATO...
[2025-12-12T20:16:45.160790] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-12T20:16:45.160827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-12T20:16:45.174380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-12T20:16:45.174958] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-12T20:16:45.175991] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-12T20:16:45.176045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:45.176078] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:45.176106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:45.176359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:45.239892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:45.240760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:45.240840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:45.240874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:45.371258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:45.371412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:45.371452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:45.371480] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:45.375548] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-12T20:16:45.375886] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-12T20:16:45.376217] [INFO ] [sig       ] ATO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:45.519356] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATO.txt
[2025-12-12T20:16:45.519526] [INFO ] [sig       ] [291/3596] Completed ATO in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:45.519595] [INFO ] [sig       ] [292/3596] Forecasting ATOM...
[2025-12-12T20:16:45.519631] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-12T20:16:45.519666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-12T20:16:45.531069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-12T20:16:45.531384] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-12T20:16:45.532249] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-12T20:16:45.532302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:45.532335] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:45.532363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:45.532426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:45.596236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:45.597379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:45.597505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:45.597540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:45.728303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:45.728457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:45.728499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:45.728530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:45.732363] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=18.41%)
[2025-12-12T20:16:45.732674] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-12T20:16:45.732806] [INFO ] [sig       ] ATOM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:45.879094] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATOM.txt
[2025-12-12T20:16:45.879247] [INFO ] [sig       ] [292/3596] Completed ATOM in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-12T20:16:45.879287] [INFO ] [sig       ] [293/3596] Forecasting ATRA...
[2025-12-12T20:16:45.879318] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-12T20:16:45.879352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-12T20:16:45.892153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-12T20:16:45.892612] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-12T20:16:45.893685] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-12T20:16:45.893757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:45.893803] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:45.893842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:45.893920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:45.951934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:45.952800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:45.952884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:45.952918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:46.070473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:46.070646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:46.070689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:46.070719] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:46.074130] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-12T20:16:46.074430] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-12T20:16:46.074565] [INFO ] [sig       ] ATRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:46.221433] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ATRA.txt
[2025-12-12T20:16:46.221589] [INFO ] [sig       ] [293/3596] Completed ATRA in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-12T20:16:46.221630] [INFO ] [sig       ] [294/3596] Forecasting ATRC...
[2025-12-12T20:16:46.221660] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-12T20:16:46.221692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-12T20:16:46.232964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-12T20:16:46.233309] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-12T20:16:46.234149] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-12T20:16:46.234203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:46.234235] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:46.234263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:46.234320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:46.293513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:46.294388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:46.294472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:46.294506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:46.418332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:46.418524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:46.418584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:46.418641] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:46.422293] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-12T20:16:46.422625] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-12T20:16:46.422765] [INFO ] [sig       ] ATRC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:46.570018] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATRC.txt
[2025-12-12T20:16:46.570174] [INFO ] [sig       ] [294/3596] Completed ATRC in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-12T20:16:46.570213] [INFO ] [sig       ] [295/3596] Forecasting ATRO...
[2025-12-12T20:16:46.570242] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-12T20:16:46.570273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-12T20:16:46.583214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-12T20:16:46.583685] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-12T20:16:46.584712] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-12T20:16:46.584775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:46.584810] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:46.584838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:46.584896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:46.647547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:46.648546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:46.648666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:46.648716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:46.789980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:46.790143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:46.790207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:46.790258] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:46.794145] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=66.72%)
[2025-12-12T20:16:46.794510] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-12T20:16:46.794679] [INFO ] [sig       ] ATRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:46.963645] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATRO.txt
[2025-12-12T20:16:46.963834] [INFO ] [sig       ] [295/3596] Completed ATRO in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-12T20:16:46.963873] [INFO ] [sig       ] [296/3596] Forecasting ATXS...
[2025-12-12T20:16:46.963902] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-12T20:16:46.963932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-12T20:16:46.976949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-12T20:16:46.977346] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-12T20:16:46.978148] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-12T20:16:46.978202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:46.978233] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:46.978259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:46.978315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:47.038440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:47.039322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:47.039406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:47.039464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:47.163511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:47.163694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:47.163734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:47.163764] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:47.167889] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-12T20:16:47.168461] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-12T20:16:47.168624] [INFO ] [sig       ] ATXS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:47.328922] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ATXS.txt
[2025-12-12T20:16:47.329081] [INFO ] [sig       ] [296/3596] Completed ATXS in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-12T20:16:47.329120] [INFO ] [sig       ] [297/3596] Forecasting AUB...
[2025-12-12T20:16:47.329148] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-12T20:16:47.329179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-12T20:16:47.340748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-12T20:16:47.341142] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-12T20:16:47.341980] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-12T20:16:47.342032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:47.342062] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:47.342089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:47.342144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:47.401753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:47.402654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:47.402751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:47.402788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:47.522634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:47.522792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:47.522830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:47.522858] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:47.526229] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-12-12T20:16:47.526534] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-12T20:16:47.526683] [INFO ] [sig       ] AUB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:47.695127] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AUB.txt
[2025-12-12T20:16:47.695289] [INFO ] [sig       ] [297/3596] Completed AUB in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-12T20:16:47.695334] [INFO ] [sig       ] [298/3596] Forecasting AUDC...
[2025-12-12T20:16:47.695368] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-12T20:16:47.695406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-12T20:16:47.707311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-12T20:16:47.707708] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-12T20:16:47.708510] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-12T20:16:47.708562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:47.708616] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:47.708656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:47.708713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:47.768678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:47.769554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:47.769686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:47.769720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:47.905724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:47.905891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:47.905932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:47.905960] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:47.909387] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-12T20:16:47.909784] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-12T20:16:47.910128] [INFO ] [sig       ] AUDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:48.079412] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AUDC.txt
[2025-12-12T20:16:48.079621] [INFO ] [sig       ] [298/3596] Completed AUDC in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-12T20:16:48.079665] [INFO ] [sig       ] [299/3596] Forecasting AUID...
[2025-12-12T20:16:48.079695] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-12T20:16:48.079725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-12T20:16:48.094546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-12T20:16:48.094950] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-12T20:16:48.095760] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-12T20:16:48.095811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:48.095867] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:48.095899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:48.095955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:48.155804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:48.156704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:48.156786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:48.156820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:48.284652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:48.284813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:48.284853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:48.284884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:48.288384] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-12-12T20:16:48.288735] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-12T20:16:48.288890] [INFO ] [sig       ] AUID: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:48.456461] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AUID.txt
[2025-12-12T20:16:48.456641] [INFO ] [sig       ] [299/3596] Completed AUID in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-12T20:16:48.456686] [INFO ] [sig       ] [300/3596] Forecasting AUPH...
[2025-12-12T20:16:48.456716] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-12T20:16:48.456748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-12T20:16:48.468686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-12T20:16:48.469084] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-12T20:16:48.469958] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-12T20:16:48.470011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:48.470043] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:48.470071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:48.470127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:48.533376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:48.534290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:48.534382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:48.534418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:48.663424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:48.663604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:48.663648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:48.663679] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:48.667797] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-12-12T20:16:48.668328] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-12T20:16:48.668460] [INFO ] [sig       ] AUPH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:48.829648] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AUPH.txt
[2025-12-12T20:16:48.829818] [INFO ] [sig       ] [300/3596] Completed AUPH in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:48.829859] [INFO ] [sig       ] [301/3596] Forecasting AURA...
[2025-12-12T20:16:48.829890] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-12T20:16:48.829922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-12T20:16:48.841414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-12T20:16:48.841869] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-12T20:16:48.842754] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-12T20:16:48.842809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:48.842858] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:48.842887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:48.842944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:48.902656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:48.903528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:48.903634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:48.903669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:49.030183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:49.030344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:49.030384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:49.030412] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:49.034043] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=54.66%)
[2025-12-12T20:16:49.034373] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-12T20:16:49.034511] [INFO ] [sig       ] AURA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:49.195169] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AURA.txt
[2025-12-12T20:16:49.195326] [INFO ] [sig       ] [301/3596] Completed AURA in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:49.195364] [INFO ] [sig       ] [302/3596] Forecasting AUTL...
[2025-12-12T20:16:49.195393] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-12T20:16:49.195431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-12T20:16:49.207173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-12T20:16:49.207560] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-12T20:16:49.208377] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-12T20:16:49.208429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:49.208463] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:49.208490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:49.208546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:49.271653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:49.272499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:49.272600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:49.272636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:49.397328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:49.397483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:49.397523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:49.397603] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:49.401501] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-12T20:16:49.401865] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-12T20:16:49.402196] [INFO ] [sig       ] AUTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:49.574420] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AUTL.txt
[2025-12-12T20:16:49.574602] [INFO ] [sig       ] [302/3596] Completed AUTL in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:49.574645] [INFO ] [sig       ] [303/3596] Forecasting AVA...
[2025-12-12T20:16:49.574678] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-12T20:16:49.574712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-12T20:16:49.587165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-12T20:16:49.587558] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-12T20:16:49.588380] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-12T20:16:49.588432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:49.588465] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:49.588493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:49.588550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:49.659943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:49.660993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:49.661089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:49.661123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:49.782323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:49.782482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:49.782523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:49.782552] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:49.787205] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-12T20:16:49.787568] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-12T20:16:49.787751] [INFO ] [sig       ] AVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:49.965390] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVA.txt
[2025-12-12T20:16:49.965561] [INFO ] [sig       ] [303/3596] Completed AVA in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:49.965636] [INFO ] [sig       ] [304/3596] Forecasting AVAH...
[2025-12-12T20:16:49.965674] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-12T20:16:49.965708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-12T20:16:49.978478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-12T20:16:49.978940] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-12T20:16:49.979872] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-12T20:16:49.979938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:49.979985] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:49.980020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:49.980091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:50.040324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:50.041212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:50.041291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:50.041323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:50.160196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:50.160349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:50.160388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:50.160416] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:50.163734] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-12T20:16:50.164005] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-12T20:16:50.164126] [INFO ] [sig       ] AVAH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:50.307211] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVAH.txt
[2025-12-12T20:16:50.307368] [INFO ] [sig       ] [304/3596] Completed AVAH in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:50.307407] [INFO ] [sig       ] [305/3596] Forecasting AVAL...
[2025-12-12T20:16:50.307437] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-12T20:16:50.307468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-12T20:16:50.319887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-12T20:16:50.320297] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-12T20:16:50.321247] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-12T20:16:50.321315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:50.321357] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:50.321388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:50.321469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:50.382266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:50.383205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:50.383287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:50.383320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:50.507730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:50.507889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:50.507937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:50.507973] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:50.511888] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-12-12T20:16:50.512185] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-12T20:16:50.512309] [INFO ] [sig       ] AVAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:50.669010] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVAL.txt
[2025-12-12T20:16:50.669146] [INFO ] [sig       ] [305/3596] Completed AVAL in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:50.669183] [INFO ] [sig       ] [306/3596] Forecasting AVB...
[2025-12-12T20:16:50.669211] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-12T20:16:50.669242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-12T20:16:50.680438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-12T20:16:50.680780] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-12T20:16:50.681559] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-12T20:16:50.681628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:50.681662] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:50.681690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:50.681747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:50.744465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:50.745234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:50.745316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:50.745349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:50.869067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:50.869401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:50.869439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:50.869467] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:50.872924] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-12T20:16:50.873215] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-12T20:16:50.873344] [INFO ] [sig       ] AVB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:51.024116] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AVB.txt
[2025-12-12T20:16:51.024272] [INFO ] [sig       ] [306/3596] Completed AVB in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:51.024312] [INFO ] [sig       ] [307/3596] Forecasting AVBP...
[2025-12-12T20:16:51.024350] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-12T20:16:51.024396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-12T20:16:51.035695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-12T20:16:51.036020] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-12T20:16:51.037245] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-12T20:16:51.037298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:51.037334] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:51.037373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:51.037432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:51.101436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:51.102293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:51.102377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:51.102409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:51.230619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:51.230801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:51.230847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:51.230876] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:51.234627] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-12T20:16:51.234906] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-12T20:16:51.235216] [INFO ] [sig       ] AVBP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:51.388504] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AVBP.txt
[2025-12-12T20:16:51.388666] [INFO ] [sig       ] [307/3596] Completed AVBP in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:51.388707] [INFO ] [sig       ] [308/3596] Forecasting AVD...
[2025-12-12T20:16:51.388735] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-12T20:16:51.388766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-12T20:16:51.400654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-12T20:16:51.401056] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-12T20:16:51.401910] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-12T20:16:51.401965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:51.401998] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:51.402026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:51.402087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:51.461555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:51.462324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:51.462408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:51.462441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:51.588265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:51.588421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:51.588462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:51.588492] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:51.591959] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=58.05%)
[2025-12-12T20:16:51.592253] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-12T20:16:51.592381] [INFO ] [sig       ] AVD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:51.741848] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVD.txt
[2025-12-12T20:16:51.742024] [INFO ] [sig       ] [308/3596] Completed AVD in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:51.742071] [INFO ] [sig       ] [309/3596] Forecasting AVDL...
[2025-12-12T20:16:51.742103] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-12T20:16:51.742134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-12T20:16:51.755949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-12T20:16:51.756566] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-12T20:16:51.757450] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-12T20:16:51.757504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:51.757536] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:51.757564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:51.757666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:51.822287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:51.823147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:51.823264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:51.823297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:51.951835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:51.952004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:51.952050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:51.952079] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:51.955594] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-12T20:16:51.955887] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-12T20:16:51.956017] [INFO ] [sig       ] AVDL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:52.107855] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVDL.txt
[2025-12-12T20:16:52.108012] [INFO ] [sig       ] [309/3596] Completed AVDL in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:52.108053] [INFO ] [sig       ] [310/3596] Forecasting AVGO...
[2025-12-12T20:16:52.108084] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-12T20:16:52.108118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-12T20:16:52.120153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-12T20:16:52.120535] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-12T20:16:52.121355] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-12T20:16:52.121407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:52.121439] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:52.121466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:52.121522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:52.180350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:52.181242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:52.181323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:52.181355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:52.310118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:52.310275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:52.310314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:52.310342] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:52.313695] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-12T20:16:52.313973] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-12T20:16:52.314095] [INFO ] [sig       ] AVGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:52.455049] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AVGO.txt
[2025-12-12T20:16:52.455198] [INFO ] [sig       ] [310/3596] Completed AVGO in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:52.455237] [INFO ] [sig       ] [311/3596] Forecasting AVGX...
[2025-12-12T20:16:52.455265] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-12T20:16:52.455298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-12T20:16:52.468496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-12T20:16:52.468884] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-12T20:16:52.469761] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-12T20:16:52.469828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:52.469866] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:52.469900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:52.469971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:52.528120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:52.528970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:52.529055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:52.529089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:52.653309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:52.653465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:52.653504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:52.653532] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:52.656946] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-12-12T20:16:52.657232] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-12T20:16:52.657354] [INFO ] [sig       ] AVGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:52.800354] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AVGX.txt
[2025-12-12T20:16:52.800516] [INFO ] [sig       ] [311/3596] Completed AVGX in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:52.800556] [INFO ] [sig       ] [312/3596] Forecasting AVK...
[2025-12-12T20:16:52.800607] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-12T20:16:52.800642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-12T20:16:52.813066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-12T20:16:52.813395] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-12T20:16:52.814232] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-12T20:16:52.814285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:52.814317] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:52.814344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:52.814401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:52.873771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:52.874688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:52.874783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:52.874819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:52.996685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:52.996846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:52.996897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:52.996929] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:53.001398] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-12-12T20:16:53.001774] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-12T20:16:53.001940] [INFO ] [sig       ] AVK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:53.162946] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AVK.txt
[2025-12-12T20:16:53.163156] [INFO ] [sig       ] [312/3596] Completed AVK in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:53.163198] [INFO ] [sig       ] [313/3596] Forecasting AVNS...
[2025-12-12T20:16:53.163228] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-12T20:16:53.163261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-12T20:16:53.176806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-12T20:16:53.177173] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-12T20:16:53.178012] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-12T20:16:53.178072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:53.178106] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:53.178133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:53.178199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:53.248044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:53.248988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:53.249073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:53.249106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:53.380163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:53.380339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:53.380382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:53.380413] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:53.384272] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-12T20:16:53.384604] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-12T20:16:53.384759] [INFO ] [sig       ] AVNS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:53.543638] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVNS.txt
[2025-12-12T20:16:53.543806] [INFO ] [sig       ] [313/3596] Completed AVNS in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:53.543851] [INFO ] [sig       ] [314/3596] Forecasting AVO...
[2025-12-12T20:16:53.543882] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-12T20:16:53.543914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-12T20:16:53.557132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-12T20:16:53.557479] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-12T20:16:53.558449] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-12T20:16:53.558503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:53.558536] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:53.558592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:53.558663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:53.622322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:53.623189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:53.623275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:53.623310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:53.743468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:53.743671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:53.743715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:53.743746] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:53.747598] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-12T20:16:53.747891] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-12T20:16:53.748040] [INFO ] [sig       ] AVO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:53.894334] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVO.txt
[2025-12-12T20:16:53.894475] [INFO ] [sig       ] [314/3596] Completed AVO in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:53.894518] [INFO ] [sig       ] [315/3596] Forecasting AVTX...
[2025-12-12T20:16:53.894547] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-12T20:16:53.894593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-12T20:16:53.907285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-12T20:16:53.907665] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-12T20:16:53.908669] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-12T20:16:53.908721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:53.908753] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:53.908781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:53.908839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:53.971302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:53.972152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:53.972419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:53.972453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:54.095964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:54.096134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:54.096181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:54.096210] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:54.100152] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-12T20:16:54.100674] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-12T20:16:54.100811] [INFO ] [sig       ] AVTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:54.251456] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AVTX.txt
[2025-12-12T20:16:54.251615] [INFO ] [sig       ] [315/3596] Completed AVTX in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:54.251657] [INFO ] [sig       ] [316/3596] Forecasting AVXL...
[2025-12-12T20:16:54.251687] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-12T20:16:54.251721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-12T20:16:54.263592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-12T20:16:54.263921] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-12T20:16:54.264736] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-12T20:16:54.264789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:54.264847] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:54.264877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:54.264935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:54.323777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:54.324440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:54.324520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:54.324553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:54.449752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:54.449912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:54.449954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:54.449983] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:54.453966] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-12T20:16:54.454412] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-12T20:16:54.454604] [INFO ] [sig       ] AVXL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:54.603064] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AVXL.txt
[2025-12-12T20:16:54.603209] [INFO ] [sig       ] [316/3596] Completed AVXL in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-12T20:16:54.603248] [INFO ] [sig       ] [317/3596] Forecasting AVY...
[2025-12-12T20:16:54.603278] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-12T20:16:54.603311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-12T20:16:54.615360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-12T20:16:54.615664] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-12T20:16:54.616487] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-12T20:16:54.616544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:54.616601] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:54.616633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:54.616691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:54.676270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:54.676922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:54.677014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:54.677055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:54.798481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:54.798655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:54.798699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:54.798728] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:54.802419] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-12-12T20:16:54.802735] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-12T20:16:54.802867] [INFO ] [sig       ] AVY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:54.955266] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AVY.txt
[2025-12-12T20:16:54.955423] [INFO ] [sig       ] [317/3596] Completed AVY in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:54.955462] [INFO ] [sig       ] [318/3596] Forecasting AWF...
[2025-12-12T20:16:54.955491] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-12T20:16:54.955544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-12T20:16:54.967034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-12T20:16:54.967400] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-12T20:16:54.968254] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-12T20:16:54.968306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:54.968338] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:54.968364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:54.968418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:55.028219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:55.029123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:55.029206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:55.029239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:55.156423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:55.156598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:55.156654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:55.156682] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:55.160459] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-12-12T20:16:55.160764] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-12T20:16:55.160891] [INFO ] [sig       ] AWF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:55.309133] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AWF.txt
[2025-12-12T20:16:55.309291] [INFO ] [sig       ] [318/3596] Completed AWF in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:55.309329] [INFO ] [sig       ] [319/3596] Forecasting AWI...
[2025-12-12T20:16:55.309358] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-12T20:16:55.309389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-12T20:16:55.320890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-12T20:16:55.321216] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-12T20:16:55.322001] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-12T20:16:55.322053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:55.322082] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:55.322108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:55.322162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:55.379179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:55.380048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:55.380131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:55.380162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:55.502609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:55.502788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:55.502852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:55.502894] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:55.506868] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-12T20:16:55.507207] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-12T20:16:55.507347] [INFO ] [sig       ] AWI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:55.655805] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AWI.txt
[2025-12-12T20:16:55.655937] [INFO ] [sig       ] [319/3596] Completed AWI in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:55.655975] [INFO ] [sig       ] [320/3596] Forecasting AWK...
[2025-12-12T20:16:55.656004] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-12T20:16:55.656034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-12T20:16:55.667915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-12T20:16:55.668372] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-12T20:16:55.669165] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-12T20:16:55.669413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:55.669454] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:55.669485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:55.669543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:55.728779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:55.729386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:55.729476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:55.729509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:55.850839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:55.851023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:55.851081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:55.851122] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:55.856209] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-12T20:16:55.856647] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-12T20:16:55.856835] [INFO ] [sig       ] AWK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:56.024417] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AWK.txt
[2025-12-12T20:16:56.024632] [INFO ] [sig       ] [320/3596] Completed AWK in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:56.024677] [INFO ] [sig       ] [321/3596] Forecasting AWP...
[2025-12-12T20:16:56.024706] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-12T20:16:56.024737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-12T20:16:56.038633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-12T20:16:56.039109] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-12T20:16:56.040097] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-12T20:16:56.040160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:56.040200] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:56.040233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:56.040305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:56.106478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:56.107427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:56.107515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:56.107549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:56.268193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:56.268387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:56.268450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:56.268491] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:56.272678] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-12T20:16:56.273119] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-12T20:16:56.273276] [INFO ] [sig       ] AWP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:56.469349] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AWP.txt
[2025-12-12T20:16:56.469715] [INFO ] [sig       ] [321/3596] Completed AWP in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:56.469793] [INFO ] [sig       ] [322/3596] Forecasting AWRE...
[2025-12-12T20:16:56.469848] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-12T20:16:56.469922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-12T20:16:56.490184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-12T20:16:56.490699] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-12T20:16:56.491791] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-12T20:16:56.491859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:56.491894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:56.491945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:56.492009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:56.594483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:56.595886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:56.596030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:56.596097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:56.743600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:56.743782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:56.743827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:56.743856] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:56.748527] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-12T20:16:56.749020] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-12T20:16:56.749227] [INFO ] [sig       ] AWRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:56.949685] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AWRE.txt
[2025-12-12T20:16:56.949881] [INFO ] [sig       ] [322/3596] Completed AWRE in 0.5s | 2.85 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:56.949942] [INFO ] [sig       ] [323/3596] Forecasting AXGN...
[2025-12-12T20:16:56.949976] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-12T20:16:56.950007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-12T20:16:56.966473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-12T20:16:56.967022] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-12T20:16:56.968194] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-12T20:16:56.968264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:56.968309] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:56.968347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:56.968429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:57.031960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:57.033012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:57.033104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:57.033146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:57.163995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:57.164152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:57.164193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:57.164223] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:57.168305] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=40.25%)
[2025-12-12T20:16:57.168675] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-12T20:16:57.168831] [INFO ] [sig       ] AXGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:57.313685] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AXGN.txt
[2025-12-12T20:16:57.313843] [INFO ] [sig       ] [323/3596] Completed AXGN in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:57.313883] [INFO ] [sig       ] [324/3596] Forecasting AXL...
[2025-12-12T20:16:57.313913] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-12T20:16:57.313945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-12T20:16:57.327772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-12T20:16:57.328164] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-12T20:16:57.329014] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-12T20:16:57.329080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:57.329119] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:57.329152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:57.329215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:57.385209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:57.386070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:57.386149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:57.386183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:57.519912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:57.520075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:57.520118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:57.520146] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:57.525443] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-12T20:16:57.525976] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-12T20:16:57.526172] [INFO ] [sig       ] AXL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:57.681673] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AXL.txt
[2025-12-12T20:16:57.681837] [INFO ] [sig       ] [324/3596] Completed AXL in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:57.681876] [INFO ] [sig       ] [325/3596] Forecasting AXON...
[2025-12-12T20:16:57.681905] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-12T20:16:57.681936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-12T20:16:57.694884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-12T20:16:57.695342] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-12T20:16:57.696368] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-12T20:16:57.696430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:57.696468] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:57.696509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:57.696605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:57.763240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:57.764221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:57.764341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:57.764386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:57.896792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:57.896964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:57.897025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:57.897071] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:57.900834] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2025-12-12T20:16:57.901190] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-12T20:16:57.901327] [INFO ] [sig       ] AXON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:58.058311] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AXON.txt
[2025-12-12T20:16:58.058520] [INFO ] [sig       ] [325/3596] Completed AXON in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:58.058599] [INFO ] [sig       ] [326/3596] Forecasting AXP...
[2025-12-12T20:16:58.058648] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-12T20:16:58.058695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-12T20:16:58.071274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-12T20:16:58.071706] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-12T20:16:58.072620] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-12T20:16:58.072675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:58.072707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:58.072736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:58.072794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:58.136971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:58.137950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:58.138067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:58.138101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:58.272187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:58.272350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:58.272409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:58.272444] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:58.276234] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=54.88%)
[2025-12-12T20:16:58.276557] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-12T20:16:58.276734] [INFO ] [sig       ] AXP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:58.430162] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AXP.txt
[2025-12-12T20:16:58.430323] [INFO ] [sig       ] [326/3596] Completed AXP in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:58.430362] [INFO ] [sig       ] [327/3596] Forecasting AXS...
[2025-12-12T20:16:58.430390] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-12T20:16:58.430421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-12T20:16:58.442067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-12T20:16:58.442421] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-12T20:16:58.443259] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-12T20:16:58.443311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:58.443342] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:58.443368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:58.443426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:58.500887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:58.501563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:58.501658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:58.501689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:58.622690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:58.622840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:58.622880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:58.622909] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:58.626355] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-12T20:16:58.626655] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-12T20:16:58.626783] [INFO ] [sig       ] AXS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:58.777597] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AXS.txt
[2025-12-12T20:16:58.777756] [INFO ] [sig       ] [327/3596] Completed AXS in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:58.777795] [INFO ] [sig       ] [328/3596] Forecasting AXSM...
[2025-12-12T20:16:58.777823] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-12T20:16:58.777854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-12T20:16:58.790235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-12T20:16:58.790562] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-12T20:16:58.791397] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-12T20:16:58.791450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:58.791481] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:58.791508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:58.791564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:58.855394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:58.856310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:58.856394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:58.856427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:58.983692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:58.983847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:58.983889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:58.983917] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:58.987762] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2025-12-12T20:16:58.988114] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-12T20:16:58.988453] [INFO ] [sig       ] AXSM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:59.132047] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AXSM.txt
[2025-12-12T20:16:59.132206] [INFO ] [sig       ] [328/3596] Completed AXSM in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-12T20:16:59.132245] [INFO ] [sig       ] [329/3596] Forecasting AXTA...
[2025-12-12T20:16:59.132276] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-12T20:16:59.132307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-12T20:16:59.144057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-12T20:16:59.144409] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-12T20:16:59.145249] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-12T20:16:59.145304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:59.145337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:59.145365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:59.145421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:59.205000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:59.205716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:59.205796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:59.205830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:59.327534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:59.327699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:59.327740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:59.327770] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:59.331163] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-12-12T20:16:59.331441] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-12T20:16:59.331565] [INFO ] [sig       ] AXTA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:16:59.475612] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AXTA.txt
[2025-12-12T20:16:59.475778] [INFO ] [sig       ] [329/3596] Completed AXTA in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-12T20:16:59.475818] [INFO ] [sig       ] [330/3596] Forecasting AXTI...
[2025-12-12T20:16:59.475847] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-12T20:16:59.475878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-12T20:16:59.490371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-12T20:16:59.490673] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-12T20:16:59.491460] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-12T20:16:59.491511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:59.491543] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:59.491587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:59.491646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:59.550162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:59.550845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:59.550921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:59.550952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:16:59.674112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:16:59.674259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:16:59.674305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:16:59.674334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:16:59.677712] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-12-12T20:16:59.677979] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-12T20:16:59.678106] [INFO ] [sig       ] AXTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:16:59.821073] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AXTI.txt
[2025-12-12T20:16:59.821225] [INFO ] [sig       ] [330/3596] Completed AXTI in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-12T20:16:59.821263] [INFO ] [sig       ] [331/3596] Forecasting AYI...
[2025-12-12T20:16:59.821292] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-12T20:16:59.821323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-12T20:16:59.833526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-12T20:16:59.833868] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-12T20:16:59.834871] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-12T20:16:59.834922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:16:59.834952] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:16:59.834978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:16:59.835033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:16:59.896648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:16:59.897418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:16:59.897496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:16:59.897528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:00.023893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:00.024043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:00.024082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:00.024110] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:00.027874] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2025-12-12T20:17:00.028147] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-12T20:17:00.028267] [INFO ] [sig       ] AYI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:00.172560] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AYI.txt
[2025-12-12T20:17:00.172718] [INFO ] [sig       ] [331/3596] Completed AYI in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-12T20:17:00.172756] [INFO ] [sig       ] [332/3596] Forecasting AZ...
[2025-12-12T20:17:00.172785] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-12T20:17:00.172815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-12T20:17:00.184788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-12T20:17:00.185105] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-12T20:17:00.185878] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-12T20:17:00.185929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:00.185960] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:00.185986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:00.186042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:00.246651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:00.247414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:00.247498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:00.247531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:00.367383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:00.367535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:00.367591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:00.367625] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:00.371036] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2025-12-12T20:17:00.371318] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-12T20:17:00.371445] [INFO ] [sig       ] AZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:00.526884] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AZ.txt
[2025-12-12T20:17:00.527052] [INFO ] [sig       ] [332/3596] Completed AZ in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-12T20:17:00.527093] [INFO ] [sig       ] [333/3596] Forecasting AZN...
[2025-12-12T20:17:00.527125] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-12T20:17:00.527158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-12T20:17:00.538700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-12T20:17:00.539073] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-12T20:17:00.540143] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-12T20:17:00.540208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:00.540276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:00.540304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:00.540361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:00.604864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:00.605798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:00.605879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:00.605913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:00.734247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:00.734412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:00.734459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:00.734491] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:00.738617] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-12T20:17:00.738938] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-12T20:17:00.739079] [INFO ] [sig       ] AZN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:00.898556] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AZN.txt
[2025-12-12T20:17:00.898731] [INFO ] [sig       ] [333/3596] Completed AZN in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:00.898770] [INFO ] [sig       ] [334/3596] Forecasting AZO...
[2025-12-12T20:17:00.898800] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-12T20:17:00.898831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-12T20:17:00.910456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-12T20:17:00.910795] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-12T20:17:00.911787] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-12T20:17:00.911837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:00.911867] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:00.911893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:00.911948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:00.968990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:00.969911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:00.969994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:00.970026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:01.084312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:01.084404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:01.084439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:01.084466] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:01.087677] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-12T20:17:01.087951] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-12T20:17:01.088071] [INFO ] [sig       ] AZO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:01.225265] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AZO.txt
[2025-12-12T20:17:01.225375] [INFO ] [sig       ] [334/3596] Completed AZO in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:01.225411] [INFO ] [sig       ] [335/3596] Forecasting AZTA...
[2025-12-12T20:17:01.225439] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-12T20:17:01.225468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-12T20:17:01.236014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-12T20:17:01.236260] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-12T20:17:01.237023] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-12T20:17:01.237083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:01.237115] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:01.237141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:01.237195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:01.293445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:01.294033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:01.294107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:01.294139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:01.423451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:01.423649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:01.423708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:01.423738] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:01.427322] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-12T20:17:01.427658] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-12T20:17:01.427786] [INFO ] [sig       ] AZTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:01.569277] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/AZTA.txt
[2025-12-12T20:17:01.569443] [INFO ] [sig       ] [335/3596] Completed AZTA in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:01.569481] [INFO ] [sig       ] [336/3596] Forecasting AZZ...
[2025-12-12T20:17:01.569510] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-12T20:17:01.569551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-12T20:17:01.581035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-12T20:17:01.581350] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-12T20:17:01.582172] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-12T20:17:01.582224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:01.582254] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:01.582280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:01.582344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:01.640075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:01.640912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:01.640992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:01.641024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:01.759125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:01.759280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:01.759319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:01.759348] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:01.762799] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-12T20:17:01.763072] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-12T20:17:01.763193] [INFO ] [sig       ] AZZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:01.903527] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/AZZ.txt
[2025-12-12T20:17:01.903705] [INFO ] [sig       ] [336/3596] Completed AZZ in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:01.903744] [INFO ] [sig       ] [337/3596] Forecasting BA...
[2025-12-12T20:17:01.903773] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-12T20:17:01.903804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-12T20:17:01.915419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-12T20:17:01.915788] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-12T20:17:01.916544] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-12T20:17:01.916614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:01.916646] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:01.916672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:01.916727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:01.976433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:01.977204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:01.977280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:01.977312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:02.106659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:02.106930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:02.106976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:02.107006] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:02.110623] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-12T20:17:02.110919] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-12T20:17:02.111048] [INFO ] [sig       ] BA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:02.249277] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BA.txt
[2025-12-12T20:17:02.249432] [INFO ] [sig       ] [337/3596] Completed BA in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:02.249470] [INFO ] [sig       ] [338/3596] Forecasting BABA...
[2025-12-12T20:17:02.249499] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-12T20:17:02.249529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-12T20:17:02.261021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-12T20:17:02.261333] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-12T20:17:02.262108] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-12T20:17:02.262165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:02.262195] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:02.262221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:02.262276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:02.321674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:02.322516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:02.322623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:02.322657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:02.444815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:02.444971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:02.445011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:02.445039] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:02.448617] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-12T20:17:02.448892] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-12T20:17:02.449014] [INFO ] [sig       ] BABA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:02.598213] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BABA.txt
[2025-12-12T20:17:02.598402] [INFO ] [sig       ] [338/3596] Completed BABA in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:02.598461] [INFO ] [sig       ] [339/3596] Forecasting BABX...
[2025-12-12T20:17:02.598501] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-12T20:17:02.598541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-12T20:17:02.611924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-12T20:17:02.612319] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-12T20:17:02.613339] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-12T20:17:02.613400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:02.613434] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:02.613470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:02.613536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:02.684763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:02.685850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:02.685942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:02.685982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:02.824200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:02.824353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:02.824392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:02.824420] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:02.827805] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-12T20:17:02.828105] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-12T20:17:02.828237] [INFO ] [sig       ] BABX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:02.981565] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BABX.txt
[2025-12-12T20:17:02.981756] [INFO ] [sig       ] [339/3596] Completed BABX in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:02.981799] [INFO ] [sig       ] [340/3596] Forecasting BAC...
[2025-12-12T20:17:02.981828] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-12T20:17:02.981859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-12T20:17:02.995502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-12T20:17:02.995892] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-12T20:17:02.997082] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-12T20:17:02.997145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:02.997187] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:02.997222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:02.997298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:03.058143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:03.058972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:03.059055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:03.059088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:03.187547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:03.187714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:03.187754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:03.187782] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:03.191099] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-12T20:17:03.191370] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-12T20:17:03.191508] [INFO ] [sig       ] BAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:03.335373] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BAC.txt
[2025-12-12T20:17:03.335512] [INFO ] [sig       ] [340/3596] Completed BAC in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:03.335553] [INFO ] [sig       ] [341/3596] Forecasting BAH...
[2025-12-12T20:17:03.335600] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-12T20:17:03.335633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-12T20:17:03.348032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-12T20:17:03.348316] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-12T20:17:03.349093] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-12T20:17:03.349145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:03.349175] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:03.349201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:03.349255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:03.407294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:03.408221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:03.408485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:03.408519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:03.534796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:03.534954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:03.534993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:03.535021] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:03.538423] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-12T20:17:03.538711] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-12T20:17:03.538833] [INFO ] [sig       ] BAH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:03.680315] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BAH.txt
[2025-12-12T20:17:03.680452] [INFO ] [sig       ] [341/3596] Completed BAH in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:03.680490] [INFO ] [sig       ] [342/3596] Forecasting BAK...
[2025-12-12T20:17:03.680517] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-12T20:17:03.680548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-12T20:17:03.692458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-12T20:17:03.692774] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-12T20:17:03.693540] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-12T20:17:03.693609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:03.693641] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:03.693666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:03.693721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:03.751677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:03.752380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:03.752457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:03.752488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:03.875036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:03.875197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:03.875243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:03.875296] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:03.878885] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-12T20:17:03.879238] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-12T20:17:03.879381] [INFO ] [sig       ] BAK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:04.032513] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BAK.txt
[2025-12-12T20:17:04.032705] [INFO ] [sig       ] [342/3596] Completed BAK in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:04.032746] [INFO ] [sig       ] [343/3596] Forecasting BALL...
[2025-12-12T20:17:04.032774] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-12T20:17:04.032804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-12T20:17:04.045284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-12T20:17:04.045882] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-12T20:17:04.046780] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-12T20:17:04.046846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:04.046891] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:04.046922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:04.046979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:04.109808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:04.110930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:04.111085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:04.111136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:04.256867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:04.257023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:04.257063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:04.257094] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:04.260551] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=32.30%)
[2025-12-12T20:17:04.260853] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-12T20:17:04.260977] [INFO ] [sig       ] BALL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:04.417891] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BALL.txt
[2025-12-12T20:17:04.418048] [INFO ] [sig       ] [343/3596] Completed BALL in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:04.418087] [INFO ] [sig       ] [344/3596] Forecasting BAM...
[2025-12-12T20:17:04.418117] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-12T20:17:04.418153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-12T20:17:04.429300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-12T20:17:04.429660] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-12T20:17:04.430487] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-12T20:17:04.430539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:04.430594] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:04.430626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:04.430683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:04.491505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:04.492365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:04.492675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:04.492713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:04.617389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:04.617541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:04.617597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:04.617628] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:04.621088] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=55.30%)
[2025-12-12T20:17:04.621358] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-12T20:17:04.621480] [INFO ] [sig       ] BAM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:04.767669] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BAM.txt
[2025-12-12T20:17:04.767803] [INFO ] [sig       ] [344/3596] Completed BAM in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:04.767841] [INFO ] [sig       ] [345/3596] Forecasting BANC...
[2025-12-12T20:17:04.767869] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-12T20:17:04.767900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-12T20:17:04.779490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-12T20:17:04.780241] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-12T20:17:04.781407] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-12T20:17:04.781464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:04.781495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:04.781521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:04.781593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:04.837632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:04.838394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:04.838474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:04.838505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:04.958909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:04.959060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:04.959098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:04.959126] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:04.963154] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-12T20:17:04.963427] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-12T20:17:04.963548] [INFO ] [sig       ] BANC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:05.102154] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BANC.txt
[2025-12-12T20:17:05.102303] [INFO ] [sig       ] [345/3596] Completed BANC in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-12T20:17:05.102341] [INFO ] [sig       ] [346/3596] Forecasting BAND...
[2025-12-12T20:17:05.102369] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-12T20:17:05.102400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-12T20:17:05.114381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-12T20:17:05.114706] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-12T20:17:05.115455] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-12T20:17:05.115505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:05.115536] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:05.115593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:05.115653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:05.173405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:05.174382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:05.174460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:05.174492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:05.296754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:05.296903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:05.296942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:05.296970] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:05.300286] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-12T20:17:05.300589] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-12T20:17:05.300710] [INFO ] [sig       ] BAND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:05.441113] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BAND.txt
[2025-12-12T20:17:05.441279] [INFO ] [sig       ] [346/3596] Completed BAND in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-12T20:17:05.441326] [INFO ] [sig       ] [347/3596] Forecasting BANF...
[2025-12-12T20:17:05.441371] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-12T20:17:05.441403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-12T20:17:05.453692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-12T20:17:05.453962] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-12T20:17:05.454745] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-12T20:17:05.454796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:05.454827] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:05.454853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:05.454907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:05.514647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:05.515292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:05.515382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:05.515415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:05.640174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:05.640356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:05.640410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:05.640450] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:05.644858] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-12-12T20:17:05.645271] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-12T20:17:05.645425] [INFO ] [sig       ] BANF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:05.811103] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BANF.txt
[2025-12-12T20:17:05.811243] [INFO ] [sig       ] [347/3596] Completed BANF in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-12T20:17:05.811289] [INFO ] [sig       ] [348/3596] Forecasting BANX...
[2025-12-12T20:17:05.811325] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-12T20:17:05.811361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-12T20:17:05.824614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-12T20:17:05.824945] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-12T20:17:05.825983] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-12T20:17:05.826036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:05.826067] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:05.826094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:05.826149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:05.886918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:05.887728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:05.887812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:05.887844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:06.002517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:06.002682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:06.002723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:06.002752] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:06.006218] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-12T20:17:06.006498] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-12T20:17:06.006641] [INFO ] [sig       ] BANX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:06.142634] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BANX.txt
[2025-12-12T20:17:06.142762] [INFO ] [sig       ] [348/3596] Completed BANX in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-12T20:17:06.142799] [INFO ] [sig       ] [349/3596] Forecasting BAP...
[2025-12-12T20:17:06.142828] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-12T20:17:06.142858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-12T20:17:06.153922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-12T20:17:06.154208] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-12T20:17:06.155012] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-12T20:17:06.155064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:06.155095] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:06.155122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:06.155182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:06.213652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:06.214348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:06.214427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:06.214460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:06.332390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:06.332538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:06.332594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:06.332628] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:06.336083] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-12T20:17:06.336362] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-12T20:17:06.336486] [INFO ] [sig       ] BAP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:06.476327] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BAP.txt
[2025-12-12T20:17:06.476464] [INFO ] [sig       ] [349/3596] Completed BAP in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-12T20:17:06.476502] [INFO ] [sig       ] [350/3596] Forecasting BATRA...
[2025-12-12T20:17:06.476531] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-12T20:17:06.476585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-12T20:17:06.488085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-12T20:17:06.488402] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-12T20:17:06.489170] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-12T20:17:06.489221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:06.489276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:06.489303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:06.489358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:06.550805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:06.551771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:06.551852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:06.551886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:06.679637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:06.679812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:06.679858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:06.679886] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:06.683832] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-12T20:17:06.684109] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-12T20:17:06.684234] [INFO ] [sig       ] BATRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:06.824302] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BATRA.txt
[2025-12-12T20:17:06.824440] [INFO ] [sig       ] [350/3596] Completed BATRA in 0.3s | 2.84 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:06.824688] [INFO ] [sig       ] [351/3596] Forecasting BATRK...
[2025-12-12T20:17:06.824718] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-12T20:17:06.824750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-12T20:17:06.837028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-12T20:17:06.837319] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-12T20:17:06.838299] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-12T20:17:06.838351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:06.838589] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:06.838620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:06.838676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:06.901732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:06.902624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:06.902709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:06.902744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:07.026468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:07.026654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:07.026696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:07.026725] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:07.030009] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-12T20:17:07.030278] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-12T20:17:07.030400] [INFO ] [sig       ] BATRK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:07.171283] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BATRK.txt
[2025-12-12T20:17:07.171455] [INFO ] [sig       ] [351/3596] Completed BATRK in 0.3s | 2.84 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:07.171496] [INFO ] [sig       ] [352/3596] Forecasting BAX...
[2025-12-12T20:17:07.171524] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-12T20:17:07.171556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-12T20:17:07.183927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-12T20:17:07.184292] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-12T20:17:07.185080] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-12T20:17:07.185131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:07.185163] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:07.185189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:07.185245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:07.245869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:07.246749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:07.246831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:07.246865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:07.367777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:07.367944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:07.367983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:07.368010] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:07.371615] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=80.57%)
[2025-12-12T20:17:07.371910] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-12T20:17:07.372036] [INFO ] [sig       ] BAX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:07.510192] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BAX.txt
[2025-12-12T20:17:07.510326] [INFO ] [sig       ] [352/3596] Completed BAX in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:07.510365] [INFO ] [sig       ] [353/3596] Forecasting BB...
[2025-12-12T20:17:07.510393] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-12T20:17:07.510423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-12T20:17:07.522304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-12T20:17:07.522636] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-12T20:17:07.523447] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-12T20:17:07.523501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:07.523533] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:07.523560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:07.523646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:07.583997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:07.584742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:07.584833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:07.584893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:07.708038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:07.708207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:07.708257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:07.708331] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:07.711875] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-12-12T20:17:07.712157] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-12T20:17:07.712281] [INFO ] [sig       ] BB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:07.851023] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BB.txt
[2025-12-12T20:17:07.851164] [INFO ] [sig       ] [353/3596] Completed BB in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:07.851202] [INFO ] [sig       ] [354/3596] Forecasting BBAI...
[2025-12-12T20:17:07.851232] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-12T20:17:07.851287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-12T20:17:07.863385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-12T20:17:07.863712] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-12T20:17:07.864520] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-12T20:17:07.864595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:07.864635] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:07.864661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:07.864717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:07.924647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:07.925421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:07.925498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:07.925529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:08.047695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:08.047847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:08.047885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:08.047912] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:08.051625] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-12T20:17:08.051918] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-12T20:17:08.052046] [INFO ] [sig       ] BBAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:08.192479] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BBAI.txt
[2025-12-12T20:17:08.192661] [INFO ] [sig       ] [354/3596] Completed BBAI in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:08.192708] [INFO ] [sig       ] [355/3596] Forecasting BBCP...
[2025-12-12T20:17:08.192738] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-12T20:17:08.192769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-12T20:17:08.204546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-12T20:17:08.204909] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-12T20:17:08.205745] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-12T20:17:08.205799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:08.205833] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:08.205869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:08.205937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:08.267153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:08.268256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:08.268340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:08.268373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:08.388733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:08.388892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:08.388930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:08.388959] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:08.392521] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-12T20:17:08.392834] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-12T20:17:08.392964] [INFO ] [sig       ] BBCP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:08.537535] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BBCP.txt
[2025-12-12T20:17:08.537709] [INFO ] [sig       ] [355/3596] Completed BBCP in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:08.537774] [INFO ] [sig       ] [356/3596] Forecasting BBD...
[2025-12-12T20:17:08.537815] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-12T20:17:08.537853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-12T20:17:08.549461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-12T20:17:08.549904] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-12T20:17:08.550730] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-12T20:17:08.550783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:08.550814] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:08.550842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:08.550898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:08.610478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:08.611356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:08.611438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:08.611472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:08.736607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:08.736763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:08.736800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:08.736827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:08.740160] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-12T20:17:08.740464] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-12T20:17:08.740813] [INFO ] [sig       ] BBD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:08.884499] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BBD.txt
[2025-12-12T20:17:08.884672] [INFO ] [sig       ] [356/3596] Completed BBD in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:08.884715] [INFO ] [sig       ] [357/3596] Forecasting BBDO...
[2025-12-12T20:17:08.884745] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-12T20:17:08.884777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-12T20:17:08.896810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-12T20:17:08.897200] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-12T20:17:08.898040] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-12T20:17:08.898107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:08.898165] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:08.898200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:08.898271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:08.958242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:08.959116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:08.959201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:08.959234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:09.086770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:09.086928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:09.086968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:09.086998] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:09.090454] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-12T20:17:09.090757] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-12T20:17:09.090888] [INFO ] [sig       ] BBDO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:09.232038] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BBDO.txt
[2025-12-12T20:17:09.232226] [INFO ] [sig       ] [357/3596] Completed BBDO in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:09.232268] [INFO ] [sig       ] [358/3596] Forecasting BBH...
[2025-12-12T20:17:09.232297] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-12T20:17:09.232329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-12T20:17:09.245103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-12T20:17:09.245467] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-12T20:17:09.246259] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-12T20:17:09.246314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:09.246348] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:09.246374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:09.246429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:09.305765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:09.306439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:09.306518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:09.306550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:09.410005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:09.410141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:09.410178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:09.410206] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:09.413850] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-12T20:17:09.414116] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-12T20:17:09.414238] [INFO ] [sig       ] BBH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:09.552021] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BBH.txt
[2025-12-12T20:17:09.552160] [INFO ] [sig       ] [358/3596] Completed BBH in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:09.552200] [INFO ] [sig       ] [359/3596] Forecasting BBIO...
[2025-12-12T20:17:09.552228] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-12T20:17:09.552259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-12T20:17:09.563736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-12T20:17:09.564050] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-12T20:17:09.564896] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-12T20:17:09.564960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:09.564994] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:09.565021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:09.565077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:09.625780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:09.626514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:09.626611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:09.626648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:09.755121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:09.755275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:09.755322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:09.755359] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:09.758799] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-12-12T20:17:09.759071] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-12T20:17:09.759196] [INFO ] [sig       ] BBIO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:09.903995] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BBIO.txt
[2025-12-12T20:17:09.904146] [INFO ] [sig       ] [359/3596] Completed BBIO in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-12T20:17:09.904184] [INFO ] [sig       ] [360/3596] Forecasting BBLG...
[2025-12-12T20:17:09.904212] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-12T20:17:09.904244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-12T20:17:09.916618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-12T20:17:09.916944] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-12T20:17:09.917914] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-12T20:17:09.917965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:09.917996] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:09.918021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:09.918075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:09.978991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:09.979834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:09.979946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:09.979980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:10.104019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:10.104168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:10.104210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:10.104239] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:10.107852] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-12-12T20:17:10.108132] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-12T20:17:10.108257] [INFO ] [sig       ] BBLG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:10.268010] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BBLG.txt
[2025-12-12T20:17:10.268196] [INFO ] [sig       ] [360/3596] Completed BBLG in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-12T20:17:10.268245] [INFO ] [sig       ] [361/3596] Forecasting BBN...
[2025-12-12T20:17:10.268279] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-12T20:17:10.268314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-12T20:17:10.281866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-12T20:17:10.282244] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-12T20:17:10.283209] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-12T20:17:10.283273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:10.283317] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:10.283356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:10.283427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:10.362413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:10.363904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:10.363988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:10.364020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:10.489325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:10.489475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:10.489520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:10.489549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:10.493437] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-12-12T20:17:10.493940] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-12T20:17:10.494069] [INFO ] [sig       ] BBN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:10.650632] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BBN.txt
[2025-12-12T20:17:10.650791] [INFO ] [sig       ] [361/3596] Completed BBN in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-12T20:17:10.650830] [INFO ] [sig       ] [362/3596] Forecasting BBSI...
[2025-12-12T20:17:10.650866] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-12T20:17:10.650899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-12T20:17:10.665185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-12T20:17:10.665663] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-12T20:17:10.666596] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-12T20:17:10.666654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:10.666687] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:10.666713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:10.666769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:10.734127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:10.735128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:10.735238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:10.735277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:10.868852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:10.869011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:10.869054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:10.869082] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:10.872981] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-12-12T20:17:10.873328] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-12T20:17:10.873470] [INFO ] [sig       ] BBSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:11.029099] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BBSI.txt
[2025-12-12T20:17:11.029257] [INFO ] [sig       ] [362/3596] Completed BBSI in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-12T20:17:11.029303] [INFO ] [sig       ] [363/3596] Forecasting BBUC...
[2025-12-12T20:17:11.029336] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-12T20:17:11.029370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-12T20:17:11.041456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-12T20:17:11.041863] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-12T20:17:11.042709] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-12T20:17:11.042763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:11.042796] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:11.042823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:11.042879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:11.106655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:11.107551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:11.107650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:11.107683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:11.234473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:11.234847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:11.234890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:11.234920] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:11.238375] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=57.07%)
[2025-12-12T20:17:11.238867] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-12T20:17:11.238998] [INFO ] [sig       ] BBUC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:11.401167] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BBUC.txt
[2025-12-12T20:17:11.401357] [INFO ] [sig       ] [363/3596] Completed BBUC in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-12T20:17:11.401399] [INFO ] [sig       ] [364/3596] Forecasting BBVA...
[2025-12-12T20:17:11.401447] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-12T20:17:11.401484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-12T20:17:11.413942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-12T20:17:11.414226] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-12T20:17:11.415045] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-12T20:17:11.415098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:11.415130] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:11.415157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:11.415214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:11.478493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:11.479504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:11.479626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:11.479664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:11.612190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:11.612381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:11.612438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:11.612477] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:11.616715] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=52.18%)
[2025-12-12T20:17:11.617083] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-12T20:17:11.617228] [INFO ] [sig       ] BBVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:11.780992] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BBVA.txt
[2025-12-12T20:17:11.781153] [INFO ] [sig       ] [364/3596] Completed BBVA in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-12T20:17:11.781193] [INFO ] [sig       ] [365/3596] Forecasting BBWI...
[2025-12-12T20:17:11.781223] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-12T20:17:11.781257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-12T20:17:11.792755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-12T20:17:11.793127] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-12T20:17:11.793961] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-12T20:17:11.794015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:11.794048] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:11.794076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:11.794134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:11.854067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:11.854985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:11.855072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:11.855103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:11.980264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:11.980424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:11.980464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:11.980702] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:11.984829] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=34.20%)
[2025-12-12T20:17:11.985130] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-12T20:17:11.985263] [INFO ] [sig       ] BBWI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:12.133400] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BBWI.txt
[2025-12-12T20:17:12.133557] [INFO ] [sig       ] [365/3596] Completed BBWI in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-12T20:17:12.133615] [INFO ] [sig       ] [366/3596] Forecasting BBY...
[2025-12-12T20:17:12.133644] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-12T20:17:12.133676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-12T20:17:12.149429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-12T20:17:12.150061] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-12T20:17:12.151122] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-12T20:17:12.151180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:12.151219] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:12.151255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:12.151323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:12.218713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:12.220100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:12.220198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:12.220236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:12.363983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:12.364151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:12.364207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:12.364238] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:12.368382] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-12T20:17:12.368745] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-12T20:17:12.368933] [INFO ] [sig       ] BBY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:12.506952] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BBY.txt
[2025-12-12T20:17:12.507112] [INFO ] [sig       ] [366/3596] Completed BBY in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-12T20:17:12.507152] [INFO ] [sig       ] [367/3596] Forecasting BC...
[2025-12-12T20:17:12.507180] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-12T20:17:12.507212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-12T20:17:12.519224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-12T20:17:12.519618] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-12T20:17:12.520410] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-12T20:17:12.520461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:12.520518] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:12.520545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:12.520618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:12.580840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:12.581879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:12.581961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:12.581994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:12.714521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:12.714776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:12.714835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:12.714869] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:12.719238] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-12T20:17:12.719816] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-12T20:17:12.719970] [INFO ] [sig       ] BC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:12.875769] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BC.txt
[2025-12-12T20:17:12.875991] [INFO ] [sig       ] [367/3596] Completed BC in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:12.876036] [INFO ] [sig       ] [368/3596] Forecasting BCAL...
[2025-12-12T20:17:12.876067] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-12T20:17:12.876101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-12T20:17:12.889971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-12T20:17:12.890504] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-12T20:17:12.891491] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-12T20:17:12.891561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:12.891641] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:12.891680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:12.891757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:12.957016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:12.958326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:12.958442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:12.958475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:13.088294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:13.088521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:13.088567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:13.088617] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:13.093069] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-12T20:17:13.093411] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-12T20:17:13.093757] [INFO ] [sig       ] BCAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:13.242274] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BCAL.txt
[2025-12-12T20:17:13.242462] [INFO ] [sig       ] [368/3596] Completed BCAL in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:13.242503] [INFO ] [sig       ] [369/3596] Forecasting BCAX...
[2025-12-12T20:17:13.242533] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-12T20:17:13.242567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-12T20:17:13.257746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-12T20:17:13.258345] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-12T20:17:13.259403] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-12T20:17:13.259461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:13.259495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:13.259521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:13.259661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:13.323314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:13.324499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:13.324616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:13.324652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:13.468382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:13.468625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:13.468672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:13.468701] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:13.472483] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-12T20:17:13.472808] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-12T20:17:13.472951] [INFO ] [sig       ] BCAX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:13.624903] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCAX.txt
[2025-12-12T20:17:13.625132] [INFO ] [sig       ] [369/3596] Completed BCAX in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:13.625177] [INFO ] [sig       ] [370/3596] Forecasting BCBP...
[2025-12-12T20:17:13.625207] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-12T20:17:13.625242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-12T20:17:13.638118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-12T20:17:13.638661] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-12T20:17:13.639693] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-12T20:17:13.639748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:13.639805] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:13.639834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:13.639898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:13.701504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:13.702698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:13.702795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:13.702829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:13.825895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:13.826149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:13.826195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:13.826265] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:13.830232] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-12T20:17:13.830594] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-12T20:17:13.830732] [INFO ] [sig       ] BCBP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:13.982645] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCBP.txt
[2025-12-12T20:17:13.982851] [INFO ] [sig       ] [370/3596] Completed BCBP in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:13.982892] [INFO ] [sig       ] [371/3596] Forecasting BCC...
[2025-12-12T20:17:13.982921] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-12T20:17:13.982955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-12T20:17:13.997631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-12T20:17:13.998213] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-12T20:17:13.999129] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-12T20:17:13.999184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:13.999218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:13.999246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:13.999316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:14.062051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:14.063191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:14.063288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:14.063321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:14.191045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:14.191290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:14.191334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:14.191363] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:14.196484] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=85.19%)
[2025-12-12T20:17:14.197121] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-12T20:17:14.197327] [INFO ] [sig       ] BCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:14.360804] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BCC.txt
[2025-12-12T20:17:14.361074] [INFO ] [sig       ] [371/3596] Completed BCC in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:14.361124] [INFO ] [sig       ] [372/3596] Forecasting BCDA...
[2025-12-12T20:17:14.361158] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-12T20:17:14.361203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-12T20:17:14.375842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-12T20:17:14.376316] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-12T20:17:14.377134] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-12T20:17:14.377187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:14.377218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:14.377244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:14.377299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:14.435016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:14.435933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:14.436023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:14.436055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:14.558677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:14.558844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:14.558885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:14.558913] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:14.562640] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-12-12T20:17:14.562920] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-12T20:17:14.563047] [INFO ] [sig       ] BCDA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:14.705262] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCDA.txt
[2025-12-12T20:17:14.705417] [INFO ] [sig       ] [372/3596] Completed BCDA in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:14.705454] [INFO ] [sig       ] [373/3596] Forecasting BCE...
[2025-12-12T20:17:14.705482] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-12T20:17:14.705513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-12T20:17:14.717855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-12T20:17:14.718216] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-12T20:17:14.719055] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-12T20:17:14.719116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:14.719156] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:14.719187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:14.719264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:14.777671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:14.778525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:14.778637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:14.778670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:14.906704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:14.906864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:14.906903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:14.906932] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:14.910387] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-12T20:17:14.910714] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-12T20:17:14.910845] [INFO ] [sig       ] BCE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:15.057960] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCE.txt
[2025-12-12T20:17:15.058139] [INFO ] [sig       ] [373/3596] Completed BCE in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:15.058179] [INFO ] [sig       ] [374/3596] Forecasting BCH...
[2025-12-12T20:17:15.058215] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-12T20:17:15.058247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-12T20:17:15.074255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-12T20:17:15.074892] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-12T20:17:15.075955] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-12T20:17:15.076018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:15.076060] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:15.076098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:15.076176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:15.145166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:15.146125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:15.146218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:15.146250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:15.276402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:15.276556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:15.276614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:15.276644] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:15.280222] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-12T20:17:15.280509] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-12T20:17:15.280658] [INFO ] [sig       ] BCH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:15.432869] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BCH.txt
[2025-12-12T20:17:15.433037] [INFO ] [sig       ] [374/3596] Completed BCH in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:15.433077] [INFO ] [sig       ] [375/3596] Forecasting BCML...
[2025-12-12T20:17:15.433108] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-12T20:17:15.433140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-12T20:17:15.445921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-12T20:17:15.446323] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-12T20:17:15.447275] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-12T20:17:15.447336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:15.447366] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:15.447392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:15.447458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:15.506281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:15.507177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:15.507263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:15.507296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:15.619499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:15.619698] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:17:15.619739] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:15.619768] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:15.623350] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-12T20:17:15.623698] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-12T20:17:15.623857] [INFO ] [sig       ] BCML: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:15.772414] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BCML.txt
[2025-12-12T20:17:15.772602] [INFO ] [sig       ] [375/3596] Completed BCML in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:15.772653] [INFO ] [sig       ] [376/3596] Forecasting BCO...
[2025-12-12T20:17:15.772685] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-12T20:17:15.772717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-12T20:17:15.786743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-12T20:17:15.787319] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-12T20:17:15.788255] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-12T20:17:15.788310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:15.788343] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:15.788368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:15.788426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:15.847821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:15.849048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:15.849148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:15.849181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:15.976543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:15.976979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:15.977028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:15.977067] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:15.981015] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-12T20:17:15.981341] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-12T20:17:15.981482] [INFO ] [sig       ] BCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:16.155113] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCO.txt
[2025-12-12T20:17:16.155388] [INFO ] [sig       ] [376/3596] Completed BCO in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:16.155438] [INFO ] [sig       ] [377/3596] Forecasting BCPC...
[2025-12-12T20:17:16.155477] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-12T20:17:16.155521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-12T20:17:16.172404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-12T20:17:16.173118] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-12T20:17:16.174272] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-12T20:17:16.174336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:16.174375] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:16.174411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:16.174495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:16.241945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:16.243578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:16.244002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:16.244059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:16.378423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:16.378606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:16.378651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:16.378699] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:16.382376] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=42.25%)
[2025-12-12T20:17:16.382686] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-12T20:17:16.382817] [INFO ] [sig       ] BCPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:16.533991] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCPC.txt
[2025-12-12T20:17:16.534150] [INFO ] [sig       ] [377/3596] Completed BCPC in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:16.534190] [INFO ] [sig       ] [378/3596] Forecasting BCRX...
[2025-12-12T20:17:16.534220] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-12T20:17:16.534252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-12T20:17:16.548434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-12T20:17:16.548856] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-12T20:17:16.549807] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-12T20:17:16.549861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:16.549895] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:16.549922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:16.549979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:16.612070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:16.612982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:16.613074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:16.613115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:16.739512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:16.739700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:16.739742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:16.739769] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:16.743315] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-12-12T20:17:16.743812] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-12T20:17:16.743938] [INFO ] [sig       ] BCRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:16.904969] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BCRX.txt
[2025-12-12T20:17:16.905139] [INFO ] [sig       ] [378/3596] Completed BCRX in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:16.905177] [INFO ] [sig       ] [379/3596] Forecasting BCS...
[2025-12-12T20:17:16.905206] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-12T20:17:16.905239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-12T20:17:16.917654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-12T20:17:16.918039] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-12T20:17:16.918897] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-12T20:17:16.918956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:16.918988] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:16.919014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:16.919072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:16.977044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:16.977907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:16.977993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:16.978040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:17.100330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:17.100507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:17.100550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:17.100600] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:17.104167] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-12T20:17:17.104468] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-12T20:17:17.104645] [INFO ] [sig       ] BCS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:17.266566] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BCS.txt
[2025-12-12T20:17:17.266949] [INFO ] [sig       ] [379/3596] Completed BCS in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:17.266988] [INFO ] [sig       ] [380/3596] Forecasting BCSF...
[2025-12-12T20:17:17.267016] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-12T20:17:17.267046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-12T20:17:17.279142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-12T20:17:17.279500] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-12T20:17:17.280378] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-12T20:17:17.280432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:17.280471] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:17.280504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:17.280595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:17.341871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:17.342820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:17.342900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:17.342932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:17.471417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:17.471588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:17.471630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:17.471659] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:17.474980] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-12T20:17:17.475252] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-12T20:17:17.475373] [INFO ] [sig       ] BCSF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:17.617693] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BCSF.txt
[2025-12-12T20:17:17.617879] [INFO ] [sig       ] [380/3596] Completed BCSF in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:17.617919] [INFO ] [sig       ] [381/3596] Forecasting BCTX...
[2025-12-12T20:17:17.617949] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-12T20:17:17.617980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-12T20:17:17.632015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-12T20:17:17.632635] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-12T20:17:17.633561] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-12T20:17:17.633639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:17.633676] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:17.633705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:17.633786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:17.694211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:17.695429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:17.695537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:17.695587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:17.825314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:17.825549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:17.825618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:17.825649] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:17.829524] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-12T20:17:17.829878] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-12T20:17:17.830018] [INFO ] [sig       ] BCTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:17.982170] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCTX.txt
[2025-12-12T20:17:17.982388] [INFO ] [sig       ] [381/3596] Completed BCTX in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:17.982432] [INFO ] [sig       ] [382/3596] Forecasting BCX...
[2025-12-12T20:17:17.982464] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-12T20:17:17.982506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-12T20:17:17.996994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-12T20:17:17.997341] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-12T20:17:17.998165] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-12T20:17:17.998217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:17.998249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:17.998276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:17.998331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:18.057607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:18.058473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:18.058556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:18.058608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:18.183613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:18.183972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:18.184013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:18.184040] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:18.187433] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=10.85%)
[2025-12-12T20:17:18.187763] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-12T20:17:18.187884] [INFO ] [sig       ] BCX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:18.326803] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCX.txt
[2025-12-12T20:17:18.326932] [INFO ] [sig       ] [382/3596] Completed BCX in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:18.326969] [INFO ] [sig       ] [383/3596] Forecasting BCYC...
[2025-12-12T20:17:18.326999] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-12T20:17:18.327029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-12T20:17:18.338276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-12T20:17:18.338622] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-12T20:17:18.339386] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-12T20:17:18.339449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:18.339482] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:18.339508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:18.339563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:18.399023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:18.399719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:18.399991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:18.400023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:18.529044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:18.529203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:18.529243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:18.529271] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:18.533281] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-12T20:17:18.533562] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-12T20:17:18.533707] [INFO ] [sig       ] BCYC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:18.675310] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BCYC.txt
[2025-12-12T20:17:18.675447] [INFO ] [sig       ] [383/3596] Completed BCYC in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-12T20:17:18.675488] [INFO ] [sig       ] [384/3596] Forecasting BDC...
[2025-12-12T20:17:18.675523] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-12T20:17:18.675560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-12T20:17:18.689774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-12T20:17:18.690407] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-12T20:17:18.691422] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-12T20:17:18.691481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:18.691559] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:18.691612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:18.691871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:18.753181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:18.754349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:18.754445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:18.754480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:18.887698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:18.887931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:18.887977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:18.888007] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:18.892559] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2025-12-12T20:17:18.892925] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-12T20:17:18.893068] [INFO ] [sig       ] BDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:19.053272] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BDC.txt
[2025-12-12T20:17:19.053435] [INFO ] [sig       ] [384/3596] Completed BDC in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-12T20:17:19.053475] [INFO ] [sig       ] [385/3596] Forecasting BDJ...
[2025-12-12T20:17:19.053506] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-12T20:17:19.053537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-12T20:17:19.068221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-12T20:17:19.068813] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-12T20:17:19.070064] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-12T20:17:19.070123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:19.070159] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:19.070187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:19.070248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:19.131917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:19.133135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:19.133253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:19.133287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:19.257278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:19.257508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:19.257553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:19.257599] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:19.261857] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-12T20:17:19.262166] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-12T20:17:19.262295] [INFO ] [sig       ] BDJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:19.404248] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BDJ.txt
[2025-12-12T20:17:19.404419] [INFO ] [sig       ] [385/3596] Completed BDJ in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-12T20:17:19.404484] [INFO ] [sig       ] [386/3596] Forecasting BDN...
[2025-12-12T20:17:19.404516] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-12T20:17:19.404548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-12T20:17:19.418515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-12T20:17:19.418991] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-12T20:17:19.420101] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-12T20:17:19.420153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:19.420185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:19.420212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:19.420269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:19.479290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:19.480654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:19.480791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:19.480825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:19.607471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:19.607722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:19.607766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:19.607795] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:19.611783] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-12T20:17:19.612116] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-12T20:17:19.612257] [INFO ] [sig       ] BDN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:19.765743] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BDN.txt
[2025-12-12T20:17:19.766159] [INFO ] [sig       ] [386/3596] Completed BDN in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:19.766200] [INFO ] [sig       ] [387/3596] Forecasting BDRX...
[2025-12-12T20:17:19.766229] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-12T20:17:19.766264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-12T20:17:19.783316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-12T20:17:19.783880] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-12T20:17:19.785021] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-12T20:17:19.785087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:19.785130] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:19.785165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:19.785241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:19.852618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:19.853663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:19.853752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:19.853786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:19.977933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:19.978091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:19.978131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:19.978186] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:19.981656] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=65.93%)
[2025-12-12T20:17:19.981935] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-12T20:17:19.982058] [INFO ] [sig       ] BDRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:20.133172] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BDRX.txt
[2025-12-12T20:17:20.133332] [INFO ] [sig       ] [387/3596] Completed BDRX in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:20.133373] [INFO ] [sig       ] [388/3596] Forecasting BDSX...
[2025-12-12T20:17:20.133414] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-12T20:17:20.133453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-12T20:17:20.150148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-12T20:17:20.150841] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-12T20:17:20.152342] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-12T20:17:20.152428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:20.152476] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:20.152514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:20.152627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:20.227149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:20.228285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:20.228378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:20.228411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:20.345929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:20.346158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:20.346201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:20.346229] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:20.350597] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-12T20:17:20.350950] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-12T20:17:20.351090] [INFO ] [sig       ] BDSX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:20.499183] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BDSX.txt
[2025-12-12T20:17:20.499403] [INFO ] [sig       ] [388/3596] Completed BDSX in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:20.499445] [INFO ] [sig       ] [389/3596] Forecasting BDTX...
[2025-12-12T20:17:20.499475] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-12T20:17:20.499508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-12T20:17:20.514229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-12T20:17:20.514687] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-12T20:17:20.515480] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-12T20:17:20.515533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:20.515600] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:20.515637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:20.515707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:20.576100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:20.577194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:20.577304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:20.577337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:20.702117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:20.702278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:20.702317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:20.702345] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:20.705970] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-12-12T20:17:20.706250] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-12T20:17:20.706374] [INFO ] [sig       ] BDTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:20.853112] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BDTX.txt
[2025-12-12T20:17:20.853272] [INFO ] [sig       ] [389/3596] Completed BDTX in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:20.853310] [INFO ] [sig       ] [390/3596] Forecasting BDX...
[2025-12-12T20:17:20.853338] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-12T20:17:20.853368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-12T20:17:20.866918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-12T20:17:20.867559] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-12T20:17:20.868862] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-12T20:17:20.868921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:20.868955] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:20.868982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:20.869042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:20.933053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:20.934318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:20.934425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:20.934461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:21.069720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:21.069983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:21.070066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:21.070100] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:21.074534] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-12T20:17:21.074968] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-12T20:17:21.075144] [INFO ] [sig       ] BDX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:21.239777] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BDX.txt
[2025-12-12T20:17:21.240207] [INFO ] [sig       ] [390/3596] Completed BDX in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:21.240255] [INFO ] [sig       ] [391/3596] Forecasting BE...
[2025-12-12T20:17:21.240288] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-12T20:17:21.240321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-12T20:17:21.254702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-12T20:17:21.255294] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-12T20:17:21.256237] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-12T20:17:21.256294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:21.256329] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:21.256358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:21.256417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:21.317241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:21.318335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:21.318447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:21.318482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:21.444475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:21.444665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:21.444708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:21.444737] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:21.448215] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-12T20:17:21.448515] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-12T20:17:21.448662] [INFO ] [sig       ] BE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:21.602084] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BE.txt
[2025-12-12T20:17:21.602544] [INFO ] [sig       ] [391/3596] Completed BE in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:21.602640] [INFO ] [sig       ] [392/3596] Forecasting BEAM...
[2025-12-12T20:17:21.602675] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-12T20:17:21.602709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-12T20:17:21.616756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-12T20:17:21.617437] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-12T20:17:21.618356] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-12T20:17:21.618411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:21.618443] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:21.618471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:21.618530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:21.682060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:21.683308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:21.683413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:21.683448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:21.810062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:21.810271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:21.810315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:21.810343] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:21.814104] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-12T20:17:21.814412] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-12T20:17:21.814543] [INFO ] [sig       ] BEAM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:22.048759] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BEAM.txt
[2025-12-12T20:17:22.049153] [INFO ] [sig       ] [392/3596] Completed BEAM in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:22.049194] [INFO ] [sig       ] [393/3596] Forecasting BEEM...
[2025-12-12T20:17:22.049225] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-12T20:17:22.049257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-12T20:17:22.062620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-12T20:17:22.063066] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-12T20:17:22.063957] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-12T20:17:22.064011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:22.064043] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:22.064071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:22.064133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:22.126194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:22.127322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:22.127429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:22.127462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:22.248928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:22.249154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:22.249197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:22.249225] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:22.253140] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-12-12T20:17:22.253459] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-12T20:17:22.253614] [INFO ] [sig       ] BEEM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:22.409967] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BEEM.txt
[2025-12-12T20:17:22.410251] [INFO ] [sig       ] [393/3596] Completed BEEM in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:22.410340] [INFO ] [sig       ] [394/3596] Forecasting BEEP...
[2025-12-12T20:17:22.410394] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-12T20:17:22.410438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-12T20:17:22.425923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-12T20:17:22.426639] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-12T20:17:22.427819] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-12T20:17:22.427911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:22.427974] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:22.428007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:22.428081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:22.489816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:22.490937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:22.491110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:22.491148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:22.612218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:22.612440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:22.612484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:22.612512] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:22.616723] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-12-12T20:17:22.617229] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-12T20:17:22.617366] [INFO ] [sig       ] BEEP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:22.771069] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BEEP.txt
[2025-12-12T20:17:22.771282] [INFO ] [sig       ] [394/3596] Completed BEEP in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:22.771329] [INFO ] [sig       ] [395/3596] Forecasting BEKE...
[2025-12-12T20:17:22.771362] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-12T20:17:22.771397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-12T20:17:22.785318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-12T20:17:22.785700] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-12T20:17:22.786475] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-12T20:17:22.786530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:22.786561] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:22.786605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:22.786662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:22.845543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:22.846310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:22.846391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:22.846421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:22.968204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:22.968360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:22.968399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:22.968427] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:22.971868] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2025-12-12T20:17:22.972147] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-12T20:17:22.972273] [INFO ] [sig       ] BEKE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:23.115273] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BEKE.txt
[2025-12-12T20:17:23.115428] [INFO ] [sig       ] [395/3596] Completed BEKE in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:23.115467] [INFO ] [sig       ] [396/3596] Forecasting BELFA...
[2025-12-12T20:17:23.115496] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-12T20:17:23.115528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-12T20:17:23.127763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-12T20:17:23.128136] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-12T20:17:23.128964] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-12T20:17:23.129017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:23.129049] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:23.129077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:23.129135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:23.194404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:23.195280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:23.195374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:23.195411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:23.304158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:23.304314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:23.304354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:23.304385] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:23.307963] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-12T20:17:23.308252] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-12T20:17:23.308378] [INFO ] [sig       ] BELFA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:23.465605] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BELFA.txt
[2025-12-12T20:17:23.465797] [INFO ] [sig       ] [396/3596] Completed BELFA in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:23.465838] [INFO ] [sig       ] [397/3596] Forecasting BELFB...
[2025-12-12T20:17:23.465869] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-12T20:17:23.465901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-12T20:17:23.482110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-12T20:17:23.482613] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-12T20:17:23.483547] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-12T20:17:23.483631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:23.483681] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:23.483711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:23.483772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:23.545446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:23.546549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:23.546664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:23.546700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:23.672455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:23.672640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:23.672683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:23.672712] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:23.676317] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=60.89%)
[2025-12-12T20:17:23.676635] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-12T20:17:23.676770] [INFO ] [sig       ] BELFB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:23.822339] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BELFB.txt
[2025-12-12T20:17:23.822595] [INFO ] [sig       ] [397/3596] Completed BELFB in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:23.822673] [INFO ] [sig       ] [398/3596] Forecasting BEN...
[2025-12-12T20:17:23.822706] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-12T20:17:23.822739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-12T20:17:23.838496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-12T20:17:23.839022] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-12T20:17:23.840082] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-12T20:17:23.840140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:23.840174] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:23.840202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:23.840272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:23.905942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:23.907028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:23.907123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:23.907158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:24.044015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:24.044205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:24.044261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:24.044301] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:24.048127] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=68.56%)
[2025-12-12T20:17:24.048446] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-12T20:17:24.048605] [INFO ] [sig       ] BEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:24.211012] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BEN.txt
[2025-12-12T20:17:24.211176] [INFO ] [sig       ] [398/3596] Completed BEN in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:24.211215] [INFO ] [sig       ] [399/3596] Forecasting BEP...
[2025-12-12T20:17:24.211246] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-12T20:17:24.211276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-12T20:17:24.226101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-12T20:17:24.226550] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-12T20:17:24.227507] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-12T20:17:24.227567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:24.227645] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:24.227681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:24.227750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:24.286383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:24.287226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:24.287306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:24.287338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:24.420075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:24.420240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:24.420282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:24.420311] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:24.423793] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=86.41%)
[2025-12-12T20:17:24.424133] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-12T20:17:24.424293] [INFO ] [sig       ] BEP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:24.569750] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BEP.txt
[2025-12-12T20:17:24.569934] [INFO ] [sig       ] [399/3596] Completed BEP in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-12T20:17:24.569976] [INFO ] [sig       ] [400/3596] Forecasting BEPH...
[2025-12-12T20:17:24.570006] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-12T20:17:24.570039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-12T20:17:24.584845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-12T20:17:24.585441] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-12T20:17:24.586409] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-12T20:17:24.586466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:24.586500] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:24.586527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:24.586609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:24.646037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:24.647274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:24.647381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:24.647415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:24.768173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:24.768403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:24.768450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:24.768479] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:24.772495] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-12T20:17:24.772847] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-12T20:17:24.772992] [INFO ] [sig       ] BEPH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:24.920085] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BEPH.txt
[2025-12-12T20:17:24.920322] [INFO ] [sig       ] [400/3596] Completed BEPH in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:24.920370] [INFO ] [sig       ] [401/3596] Forecasting BEPI...
[2025-12-12T20:17:24.920403] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-12T20:17:24.920437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-12T20:17:24.938403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-12T20:17:24.938986] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-12T20:17:24.940106] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-12T20:17:24.940209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:24.940254] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:24.940294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:24.940377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:25.016690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:25.017843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:25.017955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:25.018009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:25.126890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:25.127055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:25.127099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:25.127147] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:25.130985] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-12T20:17:25.131358] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-12T20:17:25.131506] [INFO ] [sig       ] BEPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:25.282344] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BEPI.txt
[2025-12-12T20:17:25.282523] [INFO ] [sig       ] [401/3596] Completed BEPI in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:25.282565] [INFO ] [sig       ] [402/3596] Forecasting BFAM...
[2025-12-12T20:17:25.282616] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-12T20:17:25.282648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-12T20:17:25.296843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-12T20:17:25.297376] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-12T20:17:25.298388] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-12T20:17:25.298476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:25.298517] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:25.298546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:25.298628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:25.359281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:25.360503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:25.360622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:25.360657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:25.485217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:25.485467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:25.485522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:25.485553] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:25.489825] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-12T20:17:25.490252] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-12T20:17:25.490417] [INFO ] [sig       ] BFAM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:25.645897] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BFAM.txt
[2025-12-12T20:17:25.646109] [INFO ] [sig       ] [402/3596] Completed BFAM in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:25.646152] [INFO ] [sig       ] [403/3596] Forecasting BFC...
[2025-12-12T20:17:25.646184] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-12T20:17:25.646218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-12T20:17:25.660953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-12T20:17:25.661509] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-12T20:17:25.662677] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-12T20:17:25.662735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:25.662769] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:25.662797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:25.662856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:25.723624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:25.724791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:25.724920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:25.724955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:25.839815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:25.840088] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:17:25.840137] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:25.840172] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:25.844131] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-12-12T20:17:25.844461] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-12T20:17:25.844625] [INFO ] [sig       ] BFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:26.005276] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BFC.txt
[2025-12-12T20:17:26.005498] [INFO ] [sig       ] [403/3596] Completed BFC in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:26.005553] [INFO ] [sig       ] [404/3596] Forecasting BFH...
[2025-12-12T20:17:26.005606] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-12T20:17:26.005644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-12T20:17:26.019888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-12T20:17:26.020457] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-12T20:17:26.021618] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-12T20:17:26.021676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:26.021714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:26.021750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:26.021812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:26.092900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:26.094049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:26.094155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:26.094190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:26.220265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:26.220428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:26.220507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:26.220536] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:26.224089] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-12T20:17:26.224426] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-12T20:17:26.224564] [INFO ] [sig       ] BFH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:26.369881] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BFH.txt
[2025-12-12T20:17:26.370041] [INFO ] [sig       ] [404/3596] Completed BFH in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:26.370081] [INFO ] [sig       ] [405/3596] Forecasting BFIN...
[2025-12-12T20:17:26.370112] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-12T20:17:26.370142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-12T20:17:26.382670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-12T20:17:26.383069] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-12T20:17:26.383900] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-12T20:17:26.383951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:26.383983] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:26.384033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:26.384091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:26.440683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:26.441546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:26.441648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:26.441681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:26.559960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:26.560122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:26.560162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:26.560191] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:26.563556] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-12T20:17:26.563882] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-12T20:17:26.564014] [INFO ] [sig       ] BFIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:26.705359] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BFIN.txt
[2025-12-12T20:17:26.705519] [INFO ] [sig       ] [405/3596] Completed BFIN in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:26.705557] [INFO ] [sig       ] [406/3596] Forecasting BFK...
[2025-12-12T20:17:26.705609] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-12T20:17:26.705641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-12T20:17:26.717230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-12T20:17:26.717626] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-12T20:17:26.718395] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-12T20:17:26.718447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:26.718478] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:26.718505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:26.718560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:26.779334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:26.780240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:26.780321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:26.780352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:26.901514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:26.901682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:26.901724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:26.901752] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:26.905444] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-12T20:17:26.905769] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-12T20:17:26.906089] [INFO ] [sig       ] BFK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:27.069243] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BFK.txt
[2025-12-12T20:17:27.069403] [INFO ] [sig       ] [406/3596] Completed BFK in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:27.069442] [INFO ] [sig       ] [407/3596] Forecasting BFLY...
[2025-12-12T20:17:27.069472] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-12T20:17:27.069503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-12T20:17:27.081802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-12T20:17:27.082191] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-12T20:17:27.083043] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-12T20:17:27.083097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:27.083129] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:27.083156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:27.083213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:27.145922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:27.146881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:27.147156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:27.147189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:27.281677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:27.281841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:27.281891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:27.282117] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:27.286443] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-12-12T20:17:27.286814] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-12T20:17:27.287160] [INFO ] [sig       ] BFLY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:27.452474] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BFLY.txt
[2025-12-12T20:17:27.452658] [INFO ] [sig       ] [407/3596] Completed BFLY in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:27.452699] [INFO ] [sig       ] [408/3596] Forecasting BFS...
[2025-12-12T20:17:27.452729] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-12T20:17:27.452792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-12T20:17:27.464467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-12T20:17:27.464889] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-12T20:17:27.465749] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-12T20:17:27.465802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:27.465835] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:27.465863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:27.465920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:27.526803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:27.528083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:27.528184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:27.528230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:27.646281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:27.646428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:27.646481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:27.646516] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:27.650095] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-12T20:17:27.650379] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-12T20:17:27.650507] [INFO ] [sig       ] BFS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:27.793600] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BFS.txt
[2025-12-12T20:17:27.793738] [INFO ] [sig       ] [408/3596] Completed BFS in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-12T20:17:27.793782] [INFO ] [sig       ] [409/3596] Forecasting BFZ...
[2025-12-12T20:17:27.793817] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-12T20:17:27.793861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-12T20:17:27.806809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-12T20:17:27.807141] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-12T20:17:27.807943] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-12T20:17:27.807993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:27.808024] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:27.808049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:27.808105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:27.867151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:27.868008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:27.868086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:27.868117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:27.990222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:27.990379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:27.990418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:27.990446] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:27.993743] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-12T20:17:27.994202] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-12T20:17:27.994319] [INFO ] [sig       ] BFZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:28.135555] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BFZ.txt
[2025-12-12T20:17:28.135732] [INFO ] [sig       ] [409/3596] Completed BFZ in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:28.135775] [INFO ] [sig       ] [410/3596] Forecasting BG...
[2025-12-12T20:17:28.135805] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-12T20:17:28.135837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-12T20:17:28.151443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-12T20:17:28.152126] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-12T20:17:28.153162] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-12T20:17:28.153219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:28.153252] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:28.153278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:28.153337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:28.216498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:28.217625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:28.217725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:28.217758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:28.348129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:28.348366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:28.348415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:28.348451] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:28.352836] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-12T20:17:28.353162] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-12T20:17:28.353320] [INFO ] [sig       ] BG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:28.494453] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BG.txt
[2025-12-12T20:17:28.494652] [INFO ] [sig       ] [410/3596] Completed BG in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:28.494695] [INFO ] [sig       ] [411/3596] Forecasting BGB...
[2025-12-12T20:17:28.494726] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-12T20:17:28.494755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-12T20:17:28.509414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-12T20:17:28.509857] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-12T20:17:28.510785] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-12T20:17:28.510844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:28.510880] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:28.510910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:28.510981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:28.577120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:28.578264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:28.578363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:28.578396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:28.707756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:28.707939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:28.707986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:28.708213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:28.712150] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-12T20:17:28.712529] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-12T20:17:28.712714] [INFO ] [sig       ] BGB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:28.852562] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BGB.txt
[2025-12-12T20:17:28.852725] [INFO ] [sig       ] [411/3596] Completed BGB in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:28.852763] [INFO ] [sig       ] [412/3596] Forecasting BGC...
[2025-12-12T20:17:28.852791] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-12T20:17:28.852821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-12T20:17:28.894867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-12T20:17:28.895201] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-12T20:17:28.895972] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-12T20:17:28.896022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:28.896053] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:28.896079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:28.896135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:28.953638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:28.954468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:28.954547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:28.954606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:29.076706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:29.076860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:29.076897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:29.076925] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:29.080445] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=59.16%)
[2025-12-12T20:17:29.080755] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-12T20:17:29.080903] [INFO ] [sig       ] BGC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:29.220148] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BGC.txt
[2025-12-12T20:17:29.220311] [INFO ] [sig       ] [412/3596] Completed BGC in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:29.220349] [INFO ] [sig       ] [413/3596] Forecasting BGH...
[2025-12-12T20:17:29.220378] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-12T20:17:29.220409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-12T20:17:29.231977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-12T20:17:29.232326] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-12T20:17:29.233115] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-12T20:17:29.233165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:29.233195] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:29.233220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:29.233274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:29.290324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:29.291356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:29.291434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:29.291466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:29.407590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:29.407741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:29.407779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:29.407808] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:29.411076] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-12T20:17:29.411342] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-12T20:17:29.411458] [INFO ] [sig       ] BGH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:29.554485] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BGH.txt
[2025-12-12T20:17:29.554684] [INFO ] [sig       ] [413/3596] Completed BGH in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:29.554724] [INFO ] [sig       ] [414/3596] Forecasting BGLC...
[2025-12-12T20:17:29.554753] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-12T20:17:29.554785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-12T20:17:29.566705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-12T20:17:29.567083] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-12T20:17:29.567895] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-12T20:17:29.567954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:29.567984] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:29.568010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:29.568249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:29.626706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:29.627410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:29.627488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:29.627519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:29.741858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:29.742030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:29.742070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:29.742097] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:29.745964] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-12T20:17:29.746228] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-12T20:17:29.746350] [INFO ] [sig       ] BGLC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:29.887292] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BGLC.txt
[2025-12-12T20:17:29.887435] [INFO ] [sig       ] [414/3596] Completed BGLC in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:29.887475] [INFO ] [sig       ] [415/3596] Forecasting BGRN...
[2025-12-12T20:17:29.887503] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-12T20:17:29.887533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-12T20:17:29.899777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-12T20:17:29.900326] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-12T20:17:29.901298] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-12T20:17:29.901349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:29.901380] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:29.901405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:29.901461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:29.959203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:29.959937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:29.960014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:29.960045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:30.085902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:30.086071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:30.086115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:30.086143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:30.090288] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-12-12T20:17:30.090664] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-12T20:17:30.090828] [INFO ] [sig       ] BGRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:30.250421] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BGRN.txt
[2025-12-12T20:17:30.250622] [INFO ] [sig       ] [415/3596] Completed BGRN in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:30.250665] [INFO ] [sig       ] [416/3596] Forecasting BGS...
[2025-12-12T20:17:30.250699] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-12T20:17:30.250730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-12T20:17:30.262898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-12T20:17:30.263250] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-12T20:17:30.264133] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-12T20:17:30.264186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:30.264218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:30.264245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:30.264302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:30.326057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:30.326965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:30.327047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:30.327079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:30.450306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:30.450468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:30.450507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:30.450535] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:30.454502] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-12-12T20:17:30.454800] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-12T20:17:30.454926] [INFO ] [sig       ] BGS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:30.601463] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BGS.txt
[2025-12-12T20:17:30.601648] [INFO ] [sig       ] [416/3596] Completed BGS in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-12T20:17:30.601691] [INFO ] [sig       ] [417/3596] Forecasting BGSF...
[2025-12-12T20:17:30.601721] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-12T20:17:30.601753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-12T20:17:30.615135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-12T20:17:30.615497] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-12T20:17:30.616304] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-12T20:17:30.616360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:30.616391] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:30.616417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:30.616473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:30.677269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:30.678076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:30.678158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:30.678192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:30.801603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:30.801752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:30.801792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:30.801819] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:30.805346] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-12T20:17:30.805629] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-12T20:17:30.805749] [INFO ] [sig       ] BGSF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:30.945475] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BGSF.txt
[2025-12-12T20:17:30.945624] [INFO ] [sig       ] [417/3596] Completed BGSF in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-12T20:17:30.945664] [INFO ] [sig       ] [418/3596] Forecasting BGX...
[2025-12-12T20:17:30.945692] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-12T20:17:30.945723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-12T20:17:30.957810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-12T20:17:30.958374] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-12T20:17:30.959163] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-12T20:17:30.959241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:30.959287] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:30.959314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:30.959369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:31.017142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:31.017992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:31.018071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:31.018102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:31.145405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:31.145588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:31.145630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:31.145657] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:31.148971] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-12T20:17:31.149247] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-12T20:17:31.149367] [INFO ] [sig       ] BGX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:31.289641] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BGX.txt
[2025-12-12T20:17:31.289780] [INFO ] [sig       ] [418/3596] Completed BGX in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-12T20:17:31.289818] [INFO ] [sig       ] [419/3596] Forecasting BGY...
[2025-12-12T20:17:31.289850] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-12T20:17:31.289881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-12T20:17:31.304236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-12T20:17:31.304703] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-12T20:17:31.305756] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-12T20:17:31.305820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:31.305865] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:31.305906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:31.305997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:31.371977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:31.373232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:31.373312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:31.373345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:31.497262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:31.497408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:31.497445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:31.497472] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:31.501009] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2025-12-12T20:17:31.501444] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-12T20:17:31.501561] [INFO ] [sig       ] BGY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:31.642632] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BGY.txt
[2025-12-12T20:17:31.642791] [INFO ] [sig       ] [419/3596] Completed BGY in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-12T20:17:31.642830] [INFO ] [sig       ] [420/3596] Forecasting BHC...
[2025-12-12T20:17:31.642863] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-12T20:17:31.642895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-12T20:17:31.654323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-12T20:17:31.654639] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-12T20:17:31.655391] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-12T20:17:31.655442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:31.655473] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:31.655498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:31.655553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:31.714440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:31.715092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:31.715166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:31.715197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:31.835853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:31.836002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:31.836041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:31.836067] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:31.839339] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-12T20:17:31.839653] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-12T20:17:31.839776] [INFO ] [sig       ] BHC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:31.979001] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHC.txt
[2025-12-12T20:17:31.979128] [INFO ] [sig       ] [420/3596] Completed BHC in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-12T20:17:31.979165] [INFO ] [sig       ] [421/3596] Forecasting BHE...
[2025-12-12T20:17:31.979194] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-12T20:17:31.979225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-12T20:17:31.990559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-12T20:17:31.990856] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-12T20:17:31.991621] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-12T20:17:31.991672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:31.991702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:31.991728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:31.991783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:32.052556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:32.053606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:32.053684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:32.053716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:32.172771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:32.172895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:32.172931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:32.172988] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:32.176552] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-12T20:17:32.176858] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-12T20:17:32.176984] [INFO ] [sig       ] BHE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:32.318909] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BHE.txt
[2025-12-12T20:17:32.319058] [INFO ] [sig       ] [421/3596] Completed BHE in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-12T20:17:32.319097] [INFO ] [sig       ] [422/3596] Forecasting BHF...
[2025-12-12T20:17:32.319132] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-12T20:17:32.319170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-12T20:17:32.330529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-12T20:17:32.330829] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-12T20:17:32.331599] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-12T20:17:32.331653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:32.331684] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:32.331710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:32.331765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:32.391342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:32.392214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:32.392311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:32.392342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:32.515600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:32.515725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:32.515761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:32.515788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:32.519539] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-12T20:17:32.519851] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-12T20:17:32.519970] [INFO ] [sig       ] BHF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:32.661038] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BHF.txt
[2025-12-12T20:17:32.661194] [INFO ] [sig       ] [422/3596] Completed BHF in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-12T20:17:32.661232] [INFO ] [sig       ] [423/3596] Forecasting BHFAL...
[2025-12-12T20:17:32.661263] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-12T20:17:32.661293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-12T20:17:32.673372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-12T20:17:32.673697] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-12T20:17:32.674493] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-12T20:17:32.674555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:32.674618] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:32.674660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:32.674737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:32.737247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:32.738081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:32.738349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:32.738380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:32.872993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:32.873143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:32.873182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:32.873211] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:32.876852] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-12T20:17:32.877181] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-12T20:17:32.877318] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:33.017652] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BHFAL.txt
[2025-12-12T20:17:33.017787] [INFO ] [sig       ] [423/3596] Completed BHFAL in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-12T20:17:33.017825] [INFO ] [sig       ] [424/3596] Forecasting BHFAM...
[2025-12-12T20:17:33.017854] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-12T20:17:33.017884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-12T20:17:33.029727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-12T20:17:33.030011] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-12T20:17:33.030794] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-12T20:17:33.030846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:33.030879] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:33.030907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:33.030962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:33.089094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:33.089763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:33.089838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:33.089870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:33.209038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:33.209200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:33.209243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:33.209271] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:33.212909] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-12-12T20:17:33.213193] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-12T20:17:33.213318] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:33.354483] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHFAM.txt
[2025-12-12T20:17:33.354674] [INFO ] [sig       ] [424/3596] Completed BHFAM in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:33.354715] [INFO ] [sig       ] [425/3596] Forecasting BHFAN...
[2025-12-12T20:17:33.354745] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-12T20:17:33.354776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-12T20:17:33.366052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-12T20:17:33.366407] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-12T20:17:33.367211] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-12T20:17:33.367263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:33.367294] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:33.367320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:33.367376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:33.426979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:33.427895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:33.428006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:33.428040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:33.552348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:33.552709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:33.552750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:33.552794] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:33.556390] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-12T20:17:33.556682] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-12T20:17:33.556805] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:33.697404] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHFAN.txt
[2025-12-12T20:17:33.697563] [INFO ] [sig       ] [425/3596] Completed BHFAN in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:33.697624] [INFO ] [sig       ] [426/3596] Forecasting BHFAO...
[2025-12-12T20:17:33.697654] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-12T20:17:33.697685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-12T20:17:33.710428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-12T20:17:33.710866] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-12T20:17:33.711703] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-12T20:17:33.711757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:33.711788] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:33.711814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:33.711879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:33.773495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:33.774636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:33.774718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:33.774750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:33.894976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:33.895303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:33.895343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:33.895371] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:33.898654] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-12T20:17:33.898920] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-12T20:17:33.899040] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:34.047191] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHFAO.txt
[2025-12-12T20:17:34.047318] [INFO ] [sig       ] [426/3596] Completed BHFAO in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:34.047356] [INFO ] [sig       ] [427/3596] Forecasting BHFAP...
[2025-12-12T20:17:34.047385] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-12T20:17:34.047415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-12T20:17:34.059286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-12T20:17:34.059649] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-12T20:17:34.060639] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-12T20:17:34.060692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:34.060724] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:34.060751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:34.060809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:34.119093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:34.119759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:34.119850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:34.119883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:34.238657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:34.238794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:34.238832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:34.238859] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:34.242201] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-12T20:17:34.242466] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-12T20:17:34.242601] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:34.397300] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHFAP.txt
[2025-12-12T20:17:34.397431] [INFO ] [sig       ] [427/3596] Completed BHFAP in 0.4s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:34.397468] [INFO ] [sig       ] [428/3596] Forecasting BHK...
[2025-12-12T20:17:34.397496] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-12T20:17:34.397525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-12T20:17:34.409349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-12T20:17:34.409671] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-12T20:17:34.410592] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-12T20:17:34.410645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:34.410676] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:34.410702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:34.410757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:34.480742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:34.481978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:34.482123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:34.482176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:34.604682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:34.604811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:34.604848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:34.604878] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:34.608104] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-12T20:17:34.608369] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-12T20:17:34.608489] [INFO ] [sig       ] BHK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:34.746997] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BHK.txt
[2025-12-12T20:17:34.747121] [INFO ] [sig       ] [428/3596] Completed BHK in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:34.747159] [INFO ] [sig       ] [429/3596] Forecasting BHP...
[2025-12-12T20:17:34.747189] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-12T20:17:34.747219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-12T20:17:34.759454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-12T20:17:34.759786] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-12T20:17:34.760650] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-12T20:17:34.760707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:34.760751] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:34.760781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:34.760839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:34.822016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:34.822880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:34.822963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:34.822995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:34.944788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:34.944903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:34.944939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:34.944967] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:34.948121] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=62.48%)
[2025-12-12T20:17:34.948385] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-12T20:17:34.948502] [INFO ] [sig       ] BHP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:35.093892] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHP.txt
[2025-12-12T20:17:35.094016] [INFO ] [sig       ] [429/3596] Completed BHP in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:35.094052] [INFO ] [sig       ] [430/3596] Forecasting BHRB...
[2025-12-12T20:17:35.094080] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-12T20:17:35.094109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-12T20:17:35.106498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-12T20:17:35.106849] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-12T20:17:35.107694] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-12T20:17:35.107747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:35.107778] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:35.107806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:35.107862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:35.170022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:35.170896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:35.170973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:35.171004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:35.289048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:35.289173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:35.289209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:35.289236] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:35.292459] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2025-12-12T20:17:35.292738] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-12T20:17:35.292856] [INFO ] [sig       ] BHRB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:35.449037] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHRB.txt
[2025-12-12T20:17:35.449189] [INFO ] [sig       ] [430/3596] Completed BHRB in 0.4s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:35.449229] [INFO ] [sig       ] [431/3596] Forecasting BHVN...
[2025-12-12T20:17:35.449259] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-12T20:17:35.449291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-12T20:17:35.464156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-12T20:17:35.464497] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-12T20:17:35.465287] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-12T20:17:35.465339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:35.465371] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:35.465399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:35.465455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:35.535507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:35.536710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:35.536814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:35.536866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:35.656682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:35.656806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:35.656842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:35.656872] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:35.660370] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-12T20:17:35.660653] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-12T20:17:35.660772] [INFO ] [sig       ] BHVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:35.809138] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BHVN.txt
[2025-12-12T20:17:35.809309] [INFO ] [sig       ] [431/3596] Completed BHVN in 0.4s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:35.809350] [INFO ] [sig       ] [432/3596] Forecasting BIAF...
[2025-12-12T20:17:35.809383] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-12T20:17:35.809425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-12T20:17:35.824915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-12T20:17:35.825299] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-12T20:17:35.826300] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-12T20:17:35.826359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:35.826403] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:35.826439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:35.826514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:35.889139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:35.889978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:35.890069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:35.890100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:36.010744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:36.010897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:36.010940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:36.010970] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:36.014543] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-12-12T20:17:36.014832] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-12T20:17:36.014950] [INFO ] [sig       ] BIAF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:36.157708] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BIAF.txt
[2025-12-12T20:17:36.157824] [INFO ] [sig       ] [432/3596] Completed BIAF in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:36.157861] [INFO ] [sig       ] [433/3596] Forecasting BIB...
[2025-12-12T20:17:36.157896] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-12T20:17:36.157934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-12T20:17:36.171642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-12T20:17:36.171971] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-12T20:17:36.172740] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-12T20:17:36.172790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:36.172822] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:36.172848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:36.172902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:36.233423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:36.234031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:36.234297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:36.234328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:36.341078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:36.341185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:36.341221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:36.341248] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:36.344542] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-12-12T20:17:36.344892] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-12T20:17:36.345016] [INFO ] [sig       ] BIB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:36.490900] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BIB.txt
[2025-12-12T20:17:36.491058] [INFO ] [sig       ] [433/3596] Completed BIB in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-12T20:17:36.491096] [INFO ] [sig       ] [434/3596] Forecasting BIIB...
[2025-12-12T20:17:36.491125] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-12T20:17:36.491155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-12T20:17:36.505533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-12T20:17:36.505900] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-12T20:17:36.506758] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-12T20:17:36.506812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:36.506845] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:36.506871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:36.506927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:36.570319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:36.571241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:36.571326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:36.571359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:36.702533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:36.702721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:36.702773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:36.702814] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:36.706700] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-12-12T20:17:36.706995] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-12T20:17:36.707140] [INFO ] [sig       ] BIIB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:36.851755] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BIIB.txt
[2025-12-12T20:17:36.851922] [INFO ] [sig       ] [434/3596] Completed BIIB in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-12T20:17:36.851973] [INFO ] [sig       ] [435/3596] Forecasting BILI...
[2025-12-12T20:17:36.852005] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-12T20:17:36.852035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-12T20:17:36.864446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-12T20:17:36.864836] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-12T20:17:36.865700] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-12T20:17:36.865752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:36.865809] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:36.865838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:36.865894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:36.928910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:36.929859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:36.929943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:36.929976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:37.056775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:37.056933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:37.056972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:37.056999] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:37.060809] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-12T20:17:37.061099] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-12T20:17:37.061421] [INFO ] [sig       ] BILI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:37.206502] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BILI.txt
[2025-12-12T20:17:37.206660] [INFO ] [sig       ] [435/3596] Completed BILI in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-12T20:17:37.206703] [INFO ] [sig       ] [436/3596] Forecasting BILL...
[2025-12-12T20:17:37.206732] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-12T20:17:37.206761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-12T20:17:37.219116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-12T20:17:37.219440] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-12T20:17:37.220246] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-12T20:17:37.220298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:37.220329] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:37.220354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:37.220410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:37.277329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:37.277990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:37.278064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:37.278096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:37.406114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:37.406282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:37.406328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:37.406374] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:37.410336] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-12-12T20:17:37.410645] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-12T20:17:37.410778] [INFO ] [sig       ] BILL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:37.560128] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BILL.txt
[2025-12-12T20:17:37.560311] [INFO ] [sig       ] [436/3596] Completed BILL in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-12T20:17:37.560352] [INFO ] [sig       ] [437/3596] Forecasting BIO...
[2025-12-12T20:17:37.560382] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-12T20:17:37.560422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-12T20:17:37.573068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-12T20:17:37.573388] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-12T20:17:37.574182] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-12T20:17:37.574241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:37.574286] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:37.574316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:37.574374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:37.637728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:37.638698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:37.638777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:37.638818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:37.758836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:37.758991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:37.759034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:37.759065] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:37.763275] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-12T20:17:37.763568] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-12T20:17:37.763721] [INFO ] [sig       ] BIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:37.908164] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BIO.txt
[2025-12-12T20:17:37.908321] [INFO ] [sig       ] [437/3596] Completed BIO in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-12T20:17:37.908360] [INFO ] [sig       ] [438/3596] Forecasting BIOX...
[2025-12-12T20:17:37.908389] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-12T20:17:37.908422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-12T20:17:37.920205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-12T20:17:37.920488] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-12T20:17:37.921411] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-12T20:17:37.921463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:37.921494] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:37.921521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:37.921594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:37.978402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:37.979094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:37.979172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:37.979205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:38.093891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:38.094046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:38.094085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:38.094146] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:38.097428] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-12T20:17:38.097714] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-12T20:17:38.097835] [INFO ] [sig       ] BIOX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:38.243929] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BIOX.txt
[2025-12-12T20:17:38.244098] [INFO ] [sig       ] [438/3596] Completed BIOX in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-12T20:17:38.244137] [INFO ] [sig       ] [439/3596] Forecasting BIP...
[2025-12-12T20:17:38.244167] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-12T20:17:38.244385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-12T20:17:38.256818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-12T20:17:38.257102] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-12T20:17:38.258096] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-12T20:17:38.258146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:38.258177] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:38.258204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:38.258260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:38.315981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:38.316835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:38.316911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:38.316941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:38.439319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:38.439475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:38.439514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:38.439541] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:38.443056] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-12-12T20:17:38.443332] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-12T20:17:38.443457] [INFO ] [sig       ] BIP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:38.584653] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BIP.txt
[2025-12-12T20:17:38.584806] [INFO ] [sig       ] [439/3596] Completed BIP in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-12T20:17:38.584844] [INFO ] [sig       ] [440/3596] Forecasting BIPH...
[2025-12-12T20:17:38.584874] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-12T20:17:38.584904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-12T20:17:38.596364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-12T20:17:38.596695] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-12T20:17:38.597451] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-12T20:17:38.597502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:38.597532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:38.597558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:38.597650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:38.655623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:38.656397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:38.656476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:38.656508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:38.762254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:38.762407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:38.762447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:38.762477] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:38.765739] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-12T20:17:38.766016] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-12T20:17:38.766156] [INFO ] [sig       ] BIPH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:38.909723] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BIPH.txt
[2025-12-12T20:17:38.909875] [INFO ] [sig       ] [440/3596] Completed BIPH in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:38.909915] [INFO ] [sig       ] [441/3596] Forecasting BIPI...
[2025-12-12T20:17:38.909942] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-12T20:17:38.909978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-12T20:17:38.922177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-12T20:17:38.922496] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-12T20:17:38.923492] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-12T20:17:38.923543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:38.923590] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:38.923619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:38.923674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:38.981062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:38.981707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:38.981783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:38.981814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:39.091562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:39.091731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:39.091769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:39.091796] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:39.095348] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=27.50%)
[2025-12-12T20:17:39.095637] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-12T20:17:39.095761] [INFO ] [sig       ] BIPI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:39.240069] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BIPI.txt
[2025-12-12T20:17:39.240218] [INFO ] [sig       ] [441/3596] Completed BIPI in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:39.240255] [INFO ] [sig       ] [442/3596] Forecasting BIRD...
[2025-12-12T20:17:39.240285] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-12T20:17:39.240315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-12T20:17:39.253276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-12T20:17:39.253707] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-12T20:17:39.254717] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-12T20:17:39.254783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:39.254815] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:39.254841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:39.254897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:39.314342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:39.315233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:39.315316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:39.315348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:39.447206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:39.447368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:39.447410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:39.447440] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:39.451251] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-12T20:17:39.451623] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-12T20:17:39.451790] [INFO ] [sig       ] BIRD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:39.596886] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BIRD.txt
[2025-12-12T20:17:39.597057] [INFO ] [sig       ] [442/3596] Completed BIRD in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:39.597097] [INFO ] [sig       ] [443/3596] Forecasting BIRK...
[2025-12-12T20:17:39.597125] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-12T20:17:39.597156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-12T20:17:39.609157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-12T20:17:39.609535] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-12T20:17:39.610371] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-12T20:17:39.610422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:39.610453] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:39.610479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:39.610534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:39.671541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:39.672550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:39.672667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:39.672710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:39.812523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:39.812696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:39.812735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:39.812764] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:39.816174] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-12T20:17:39.816495] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-12T20:17:39.816650] [INFO ] [sig       ] BIRK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:39.961521] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BIRK.txt
[2025-12-12T20:17:39.961709] [INFO ] [sig       ] [443/3596] Completed BIRK in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:39.961749] [INFO ] [sig       ] [444/3596] Forecasting BITF...
[2025-12-12T20:17:39.961777] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-12T20:17:39.961806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-12T20:17:39.978296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-12T20:17:39.978701] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-12T20:17:39.979469] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-12T20:17:39.979520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:39.979552] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:39.979622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:39.979682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:40.037778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:40.038703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:40.038814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:40.038847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:40.161799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:40.161979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:40.162030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:40.162061] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:40.165688] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-12-12T20:17:40.166028] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-12T20:17:40.166165] [INFO ] [sig       ] BITF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:40.308745] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BITF.txt
[2025-12-12T20:17:40.308907] [INFO ] [sig       ] [444/3596] Completed BITF in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:40.308945] [INFO ] [sig       ] [445/3596] Forecasting BIVI...
[2025-12-12T20:17:40.308976] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-12T20:17:40.309006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-12T20:17:40.323484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-12T20:17:40.323937] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-12T20:17:40.325004] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-12T20:17:40.325122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:40.325162] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:40.325201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:40.325295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:40.392591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:40.393446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:40.393609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:40.393646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:40.514398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:40.514593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:40.514636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:40.514665] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:40.518356] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2025-12-12T20:17:40.518770] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-12T20:17:40.518916] [INFO ] [sig       ] BIVI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:40.667187] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BIVI.txt
[2025-12-12T20:17:40.667351] [INFO ] [sig       ] [445/3596] Completed BIVI in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:40.667392] [INFO ] [sig       ] [446/3596] Forecasting BJ...
[2025-12-12T20:17:40.667421] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-12T20:17:40.667451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-12T20:17:40.679551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-12T20:17:40.679996] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-12T20:17:40.680890] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-12T20:17:40.680945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:40.680977] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:40.681005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:40.681074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:40.742118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:40.743039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:40.743130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:40.743162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:40.870588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:40.870762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:40.870807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:40.870835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:40.874607] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-12T20:17:40.874883] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-12T20:17:40.875007] [INFO ] [sig       ] BJ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:41.018260] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BJ.txt
[2025-12-12T20:17:41.018419] [INFO ] [sig       ] [446/3596] Completed BJ in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:41.018459] [INFO ] [sig       ] [447/3596] Forecasting BJDX...
[2025-12-12T20:17:41.018490] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-12T20:17:41.018521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-12T20:17:41.031469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-12T20:17:41.031833] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-12T20:17:41.032640] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-12T20:17:41.032692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:41.032725] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:41.032752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:41.032808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:41.091287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:41.092173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:41.092258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:41.092290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:41.215722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:41.215876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:41.215914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:41.215942] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:41.219685] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2025-12-12T20:17:41.220013] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-12T20:17:41.220147] [INFO ] [sig       ] BJDX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:41.370978] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BJDX.txt
[2025-12-12T20:17:41.371149] [INFO ] [sig       ] [447/3596] Completed BJDX in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:41.371191] [INFO ] [sig       ] [448/3596] Forecasting BJRI...
[2025-12-12T20:17:41.371220] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-12T20:17:41.371251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-12T20:17:41.385871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-12T20:17:41.386238] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-12T20:17:41.387020] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-12T20:17:41.387074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:41.387108] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:41.387134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:41.387190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:41.445554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:41.446397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:41.446476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:41.446508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:41.572170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:41.572326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:41.572365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:41.572394] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:41.575805] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-12T20:17:41.576105] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-12T20:17:41.576242] [INFO ] [sig       ] BJRI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:41.723678] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BJRI.txt
[2025-12-12T20:17:41.723869] [INFO ] [sig       ] [448/3596] Completed BJRI in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:41.723909] [INFO ] [sig       ] [449/3596] Forecasting BK...
[2025-12-12T20:17:41.723939] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-12T20:17:41.723970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-12T20:17:41.735880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-12T20:17:41.736231] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-12T20:17:41.737006] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-12T20:17:41.737057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:41.737089] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:41.737115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:41.737171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:41.794380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:41.795238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:41.795351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:41.795396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:41.916581] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:41.916740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:41.916796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:41.916826] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:41.920497] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-12T20:17:41.920785] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-12T20:17:41.920905] [INFO ] [sig       ] BK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:42.058216] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BK.txt
[2025-12-12T20:17:42.058374] [INFO ] [sig       ] [449/3596] Completed BK in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:42.058414] [INFO ] [sig       ] [450/3596] Forecasting BKCH...
[2025-12-12T20:17:42.058442] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-12T20:17:42.058471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-12T20:17:42.070342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-12T20:17:42.070663] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-12T20:17:42.071409] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-12T20:17:42.071459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:42.071489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:42.071516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:42.071595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:42.128286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:42.129163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:42.129249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:42.129280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:42.246242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:42.246389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:42.246429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:42.246458] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:42.249944] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-12T20:17:42.250230] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-12T20:17:42.250355] [INFO ] [sig       ] BKCH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:42.397079] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BKCH.txt
[2025-12-12T20:17:42.397228] [INFO ] [sig       ] [450/3596] Completed BKCH in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:42.397267] [INFO ] [sig       ] [451/3596] Forecasting BKD...
[2025-12-12T20:17:42.397296] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-12T20:17:42.397325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-12T20:17:42.409132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-12T20:17:42.409650] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-12T20:17:42.410390] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-12T20:17:42.410440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:42.410472] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:42.410497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:42.410552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:42.469285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:42.470192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:42.470278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:42.470311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:42.595745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:42.595900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:42.595941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:42.595969] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:42.599353] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2025-12-12T20:17:42.599681] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-12T20:17:42.599813] [INFO ] [sig       ] BKD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:42.742931] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BKD.txt
[2025-12-12T20:17:42.743075] [INFO ] [sig       ] [451/3596] Completed BKD in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-12T20:17:42.743113] [INFO ] [sig       ] [452/3596] Forecasting BKE...
[2025-12-12T20:17:42.743142] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-12T20:17:42.743186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-12T20:17:42.755930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-12T20:17:42.756288] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-12T20:17:42.757076] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-12T20:17:42.757127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:42.757185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:42.757213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:42.757269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:42.818798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:42.819715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:42.819799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:42.819831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:42.941696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:42.941851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:42.941892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:42.941922] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:42.945298] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-12-12T20:17:42.945566] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-12T20:17:42.945715] [INFO ] [sig       ] BKE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:43.084681] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BKE.txt
[2025-12-12T20:17:43.084818] [INFO ] [sig       ] [452/3596] Completed BKE in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:43.084856] [INFO ] [sig       ] [453/3596] Forecasting BKH...
[2025-12-12T20:17:43.084885] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-12T20:17:43.084915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-12T20:17:43.095817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-12T20:17:43.096086] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-12T20:17:43.096850] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-12T20:17:43.096901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:43.096943] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:43.096970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:43.097025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:43.155609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:43.156424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:43.156504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:43.156536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:43.286215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:43.286384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:43.286435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:43.286473] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:43.290132] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-12T20:17:43.290494] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-12T20:17:43.290647] [INFO ] [sig       ] BKH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:43.436943] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BKH.txt
[2025-12-12T20:17:43.437108] [INFO ] [sig       ] [453/3596] Completed BKH in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:43.437148] [INFO ] [sig       ] [454/3596] Forecasting BKN...
[2025-12-12T20:17:43.437177] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-12T20:17:43.437208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-12T20:17:43.450850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-12T20:17:43.451282] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-12T20:17:43.452317] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-12T20:17:43.452381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:43.452425] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:43.452462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:43.452542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:43.528215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:43.529238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:43.529332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:43.529365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:43.668236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:43.668417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:43.668466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:43.668494] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:43.672346] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-12T20:17:43.672688] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-12T20:17:43.672824] [INFO ] [sig       ] BKN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:43.854184] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BKN.txt
[2025-12-12T20:17:43.854421] [INFO ] [sig       ] [454/3596] Completed BKN in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:43.854489] [INFO ] [sig       ] [455/3596] Forecasting BKNG...
[2025-12-12T20:17:43.854539] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-12T20:17:43.854614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-12T20:17:43.870503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-12T20:17:43.871006] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-12T20:17:43.871915] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-12T20:17:43.871970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:43.872003] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:43.872031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:43.872088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:43.958722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:43.960007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:43.960129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:43.960183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:44.134078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:44.134280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:44.134339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:44.134379] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:44.139559] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-12T20:17:44.140111] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-12T20:17:44.140303] [INFO ] [sig       ] BKNG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:44.355792] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BKNG.txt
[2025-12-12T20:17:44.356032] [INFO ] [sig       ] [455/3596] Completed BKNG in 0.5s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:44.356089] [INFO ] [sig       ] [456/3596] Forecasting BKSY...
[2025-12-12T20:17:44.356131] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-12T20:17:44.356176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-12T20:17:44.377794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-12T20:17:44.378307] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-12T20:17:44.379510] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-12T20:17:44.379647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:44.379710] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:44.379752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:44.379814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:44.465020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:44.466242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:44.466368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:44.466424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:44.623198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:44.623388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:44.623438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:44.623468] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:44.627834] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-12-12T20:17:44.628326] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-12T20:17:44.628527] [INFO ] [sig       ] BKSY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:44.821869] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BKSY.txt
[2025-12-12T20:17:44.822099] [INFO ] [sig       ] [456/3596] Completed BKSY in 0.5s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:44.822146] [INFO ] [sig       ] [457/3596] Forecasting BL...
[2025-12-12T20:17:44.822193] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-12T20:17:44.822231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-12T20:17:44.837714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-12T20:17:44.838244] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-12T20:17:44.839451] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-12T20:17:44.839523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:44.839624] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:44.839676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:44.839764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:44.931801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:44.933010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:44.933135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:44.933192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:45.075075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:45.075230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:45.075272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:45.075302] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:45.078925] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=41.39%)
[2025-12-12T20:17:45.079212] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-12T20:17:45.079340] [INFO ] [sig       ] BL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:45.234228] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BL.txt
[2025-12-12T20:17:45.234427] [INFO ] [sig       ] [457/3596] Completed BL in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:45.234480] [INFO ] [sig       ] [458/3596] Forecasting BLBD...
[2025-12-12T20:17:45.234511] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-12T20:17:45.234545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-12T20:17:45.247337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-12T20:17:45.247950] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-12T20:17:45.249015] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-12T20:17:45.249072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:45.249103] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:45.249130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:45.249187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:45.309198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:45.310146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:45.310239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:45.310275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:45.440453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:45.440631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:45.440672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:45.440701] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:45.444159] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=62.26%)
[2025-12-12T20:17:45.444445] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-12T20:17:45.444589] [INFO ] [sig       ] BLBD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:45.587690] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLBD.txt
[2025-12-12T20:17:45.587850] [INFO ] [sig       ] [458/3596] Completed BLBD in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:45.587891] [INFO ] [sig       ] [459/3596] Forecasting BLCN...
[2025-12-12T20:17:45.587920] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-12T20:17:45.587950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-12T20:17:45.602309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-12T20:17:45.602699] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-12T20:17:45.603711] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-12T20:17:45.603762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:45.603794] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:45.603819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:45.603873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:45.662134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:45.662989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:45.663066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:45.663098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:45.769177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:45.769333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:45.769371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:45.769399] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:45.772760] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-12T20:17:45.773029] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-12T20:17:45.773149] [INFO ] [sig       ] BLCN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:45.923750] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BLCN.txt
[2025-12-12T20:17:45.923936] [INFO ] [sig       ] [459/3596] Completed BLCN in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:45.924002] [INFO ] [sig       ] [460/3596] Forecasting BLCO...
[2025-12-12T20:17:45.924045] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-12T20:17:45.924087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-12T20:17:45.938702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-12T20:17:45.939092] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-12T20:17:45.940052] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-12T20:17:45.940108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:45.940141] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:45.940169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:45.940225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:46.006930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:46.007971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:46.008058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:46.008091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:46.145711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:46.145877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:46.145921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:46.145968] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:46.151747] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=69.78%)
[2025-12-12T20:17:46.152182] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-12T20:17:46.152338] [INFO ] [sig       ] BLCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:46.295408] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLCO.txt
[2025-12-12T20:17:46.295562] [INFO ] [sig       ] [460/3596] Completed BLCO in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:46.295622] [INFO ] [sig       ] [461/3596] Forecasting BLD...
[2025-12-12T20:17:46.295652] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-12T20:17:46.295682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-12T20:17:46.308262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-12T20:17:46.308636] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-12T20:17:46.309430] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-12T20:17:46.309482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:46.309514] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:46.309541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:46.309647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:46.368894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:46.369776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:46.369855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:46.369888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:46.488939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:46.489087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:46.489125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:46.489153] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:46.492500] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-12T20:17:46.492792] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-12T20:17:46.492913] [INFO ] [sig       ] BLD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:46.635376] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BLD.txt
[2025-12-12T20:17:46.635529] [INFO ] [sig       ] [461/3596] Completed BLD in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:46.635568] [INFO ] [sig       ] [462/3596] Forecasting BLDP...
[2025-12-12T20:17:46.635619] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-12T20:17:46.635650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-12T20:17:46.648045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-12T20:17:46.648365] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-12T20:17:46.649136] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-12T20:17:46.649187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:46.649217] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:46.649244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:46.649299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:46.706839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:46.707654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:46.707761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:46.707808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:46.831156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:46.831307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:46.831349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:46.831378] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:46.834787] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-12T20:17:46.835076] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-12T20:17:46.835202] [INFO ] [sig       ] BLDP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:46.981819] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLDP.txt
[2025-12-12T20:17:46.981977] [INFO ] [sig       ] [462/3596] Completed BLDP in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-12T20:17:46.982016] [INFO ] [sig       ] [463/3596] Forecasting BLE...
[2025-12-12T20:17:46.982045] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-12T20:17:46.982076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-12T20:17:46.994228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-12T20:17:46.994761] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-12T20:17:46.995514] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-12T20:17:46.995566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:46.995615] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:46.995642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:46.995699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:47.055407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:47.056271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:47.056351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:47.056384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:47.176560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:47.176726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:47.176765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:47.176793] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:47.180114] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-12-12T20:17:47.180418] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-12T20:17:47.180536] [INFO ] [sig       ] BLE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:47.325385] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BLE.txt
[2025-12-12T20:17:47.325797] [INFO ] [sig       ] [463/3596] Completed BLE in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-12T20:17:47.325853] [INFO ] [sig       ] [464/3596] Forecasting BLFS...
[2025-12-12T20:17:47.325882] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-12T20:17:47.325911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-12T20:17:47.337784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-12T20:17:47.338116] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-12T20:17:47.338957] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-12T20:17:47.339010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:47.339042] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:47.339068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:47.339135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:47.402784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:47.403647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:47.403728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:47.403760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:47.520815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:47.520959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:47.521000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:47.521028] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:47.524306] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-12-12T20:17:47.524781] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-12T20:17:47.524901] [INFO ] [sig       ] BLFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:47.669454] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLFS.txt
[2025-12-12T20:17:47.669650] [INFO ] [sig       ] [464/3596] Completed BLFS in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-12T20:17:47.669694] [INFO ] [sig       ] [465/3596] Forecasting BLFY...
[2025-12-12T20:17:47.669724] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-12T20:17:47.669755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-12T20:17:47.681155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-12T20:17:47.681452] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-12T20:17:47.682265] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-12T20:17:47.682329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:47.682365] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:47.682391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:47.682447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:47.741170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:47.742005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:47.742080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:47.742112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:47.862594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:47.862755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:47.862793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:47.862821] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:47.866185] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-12T20:17:47.866483] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-12T20:17:47.866637] [INFO ] [sig       ] BLFY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:48.005349] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BLFY.txt
[2025-12-12T20:17:48.005504] [INFO ] [sig       ] [465/3596] Completed BLFY in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-12T20:17:48.005542] [INFO ] [sig       ] [466/3596] Forecasting BLK...
[2025-12-12T20:17:48.005588] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-12T20:17:48.005622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-12T20:17:48.017109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-12T20:17:48.017424] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-12T20:17:48.018201] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-12T20:17:48.018264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:48.018295] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:48.018321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:48.018382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:48.079541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:48.080404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:48.080487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:48.080520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:48.202589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:48.202730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:48.202768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:48.202796] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:48.206086] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-12T20:17:48.206355] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-12T20:17:48.206478] [INFO ] [sig       ] BLK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:48.354120] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLK.txt
[2025-12-12T20:17:48.354298] [INFO ] [sig       ] [466/3596] Completed BLK in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-12T20:17:48.354349] [INFO ] [sig       ] [467/3596] Forecasting BLKB...
[2025-12-12T20:17:48.354381] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-12T20:17:48.354412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-12T20:17:48.367023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-12T20:17:48.367344] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-12T20:17:48.368374] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-12T20:17:48.368426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:48.368458] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:48.368484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:48.368539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:48.434327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:48.435223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:48.435305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:48.435336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:48.554789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:48.554938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:48.554978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:48.555006] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:48.558993] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-12T20:17:48.559271] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-12T20:17:48.559401] [INFO ] [sig       ] BLKB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:48.700499] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BLKB.txt
[2025-12-12T20:17:48.700649] [INFO ] [sig       ] [467/3596] Completed BLKB in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-12T20:17:48.700689] [INFO ] [sig       ] [468/3596] Forecasting BLMN...
[2025-12-12T20:17:48.700718] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-12T20:17:48.700746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-12T20:17:48.713334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-12T20:17:48.713695] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-12T20:17:48.714480] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-12T20:17:48.714533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:48.714566] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:48.714621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:48.714678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:48.773918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:48.774604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:48.774681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:48.774714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:48.902258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:48.902419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:48.902459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:48.902487] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:48.905994] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-12T20:17:48.906261] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-12T20:17:48.906382] [INFO ] [sig       ] BLMN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:49.049299] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLMN.txt
[2025-12-12T20:17:49.049460] [INFO ] [sig       ] [468/3596] Completed BLMN in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:49.049499] [INFO ] [sig       ] [469/3596] Forecasting BLND...
[2025-12-12T20:17:49.049527] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-12T20:17:49.049557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-12T20:17:49.061904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-12T20:17:49.062286] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-12T20:17:49.063118] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-12T20:17:49.063171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:49.063226] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:49.063254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:49.063310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:49.121798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:49.122691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:49.122767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:49.122799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:49.246794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:49.246935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:49.246973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:49.247001] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:49.250471] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-12-12T20:17:49.250758] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-12T20:17:49.250878] [INFO ] [sig       ] BLND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:49.390623] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLND.txt
[2025-12-12T20:17:49.390761] [INFO ] [sig       ] [469/3596] Completed BLND in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:49.390799] [INFO ] [sig       ] [470/3596] Forecasting BLRX...
[2025-12-12T20:17:49.390828] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-12T20:17:49.390858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-12T20:17:49.403150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-12T20:17:49.403501] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-12T20:17:49.404349] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-12T20:17:49.404402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:49.404434] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:49.404460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:49.404516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:49.463223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:49.463925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:49.464000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:49.464032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:49.586047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:49.586194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:49.586234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:49.586263] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:49.590311] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-12T20:17:49.590618] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-12T20:17:49.590747] [INFO ] [sig       ] BLRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:49.748439] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLRX.txt
[2025-12-12T20:17:49.748621] [INFO ] [sig       ] [470/3596] Completed BLRX in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:49.748673] [INFO ] [sig       ] [471/3596] Forecasting BLTE...
[2025-12-12T20:17:49.748707] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-12T20:17:49.748738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-12T20:17:49.760643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-12T20:17:49.761036] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-12T20:17:49.762062] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-12T20:17:49.762115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:49.762148] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:49.762174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:49.762230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:49.820587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:49.821422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:49.821503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:49.821537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:49.947727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:49.947913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:49.947963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:49.948000] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:49.952079] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-12T20:17:49.952654] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-12T20:17:49.952798] [INFO ] [sig       ] BLTE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:50.104431] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BLTE.txt
[2025-12-12T20:17:50.104587] [INFO ] [sig       ] [471/3596] Completed BLTE in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:50.104626] [INFO ] [sig       ] [472/3596] Forecasting BLX...
[2025-12-12T20:17:50.104656] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-12T20:17:50.104687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-12T20:17:50.131850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-12T20:17:50.132221] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-12T20:17:50.135938] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-12T20:17:50.135997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:50.136031] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:50.136061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:50.136126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:50.209549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:50.210686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:50.210789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:50.210835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:50.341321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:50.341472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:50.341514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:50.341592] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:50.345093] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-12-12T20:17:50.345368] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-12T20:17:50.345494] [INFO ] [sig       ] BLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:50.489843] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BLX.txt
[2025-12-12T20:17:50.490043] [INFO ] [sig       ] [472/3596] Completed BLX in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:50.490096] [INFO ] [sig       ] [473/3596] Forecasting BLZE...
[2025-12-12T20:17:50.490139] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-12T20:17:50.490184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-12T20:17:50.502393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-12T20:17:50.502816] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-12T20:17:50.503635] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-12T20:17:50.503687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:50.503718] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:50.503744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:50.503799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:50.562992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:50.563838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:50.563917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:50.563949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:50.692386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:50.692773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:50.692815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:50.692842] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:50.696722] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=35.74%)
[2025-12-12T20:17:50.697019] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-12T20:17:50.697146] [INFO ] [sig       ] BLZE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:50.847818] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BLZE.txt
[2025-12-12T20:17:50.847999] [INFO ] [sig       ] [473/3596] Completed BLZE in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:50.848041] [INFO ] [sig       ] [474/3596] Forecasting BMA...
[2025-12-12T20:17:50.848071] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-12T20:17:50.848102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-12T20:17:50.860610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-12T20:17:50.860986] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-12T20:17:50.861963] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-12T20:17:50.862029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:50.862075] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:50.862114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:50.862194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:50.922518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:50.923406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:50.923489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:50.923521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:51.045947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:51.046103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:51.046145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:51.046175] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:51.049640] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-12T20:17:51.049949] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-12T20:17:51.050081] [INFO ] [sig       ] BMA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:51.201066] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BMA.txt
[2025-12-12T20:17:51.201224] [INFO ] [sig       ] [474/3596] Completed BMA in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:51.201264] [INFO ] [sig       ] [475/3596] Forecasting BMBL...
[2025-12-12T20:17:51.201291] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-12T20:17:51.201322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-12T20:17:51.212796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-12T20:17:51.213178] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-12T20:17:51.213985] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-12T20:17:51.214036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:51.214067] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:51.214092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:51.214148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:51.274972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:51.275947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:51.276048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:51.276091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:51.407188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:51.407384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:51.407430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:51.407458] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:51.411303] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-12-12T20:17:51.411645] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-12T20:17:51.411780] [INFO ] [sig       ] BMBL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:51.558947] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BMBL.txt
[2025-12-12T20:17:51.559116] [INFO ] [sig       ] [475/3596] Completed BMBL in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:51.559156] [INFO ] [sig       ] [476/3596] Forecasting BME...
[2025-12-12T20:17:51.559191] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-12T20:17:51.559223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-12T20:17:51.571202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-12T20:17:51.571801] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-12T20:17:51.572871] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-12T20:17:51.572924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:51.572955] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:51.572981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:51.573038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:51.636821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:51.637727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:51.637822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:51.637854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:51.768061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:51.768216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:51.768256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:51.768284] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:51.771954] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-12-12T20:17:51.772353] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-12T20:17:51.772498] [INFO ] [sig       ] BME: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:51.923245] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BME.txt
[2025-12-12T20:17:51.923406] [INFO ] [sig       ] [476/3596] Completed BME in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:51.923447] [INFO ] [sig       ] [477/3596] Forecasting BMEZ...
[2025-12-12T20:17:51.923477] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-12T20:17:51.923508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-12T20:17:51.936087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-12T20:17:51.936437] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-12T20:17:51.937212] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-12T20:17:51.937263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:51.937308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:51.937338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:51.937393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:51.996312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:51.997119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:51.997197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:51.997229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:52.118835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:52.118981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:52.119020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:52.119047] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:52.122350] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=26.14%)
[2025-12-12T20:17:52.122656] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-12T20:17:52.122782] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:52.267813] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BMEZ.txt
[2025-12-12T20:17:52.267988] [INFO ] [sig       ] [477/3596] Completed BMEZ in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:52.268028] [INFO ] [sig       ] [478/3596] Forecasting BMI...
[2025-12-12T20:17:52.268057] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-12T20:17:52.268087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-12T20:17:52.282169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-12T20:17:52.282629] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-12T20:17:52.283505] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-12T20:17:52.283562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:52.283617] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:52.283817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:52.283875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:52.347401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:52.348848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:52.348938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:52.348971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:52.477102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:52.477257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:52.477295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:52.477323] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:52.480882] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-12T20:17:52.481175] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-12T20:17:52.481307] [INFO ] [sig       ] BMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:52.631847] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BMI.txt
[2025-12-12T20:17:52.632009] [INFO ] [sig       ] [478/3596] Completed BMI in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:52.632049] [INFO ] [sig       ] [479/3596] Forecasting BMO...
[2025-12-12T20:17:52.632078] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-12T20:17:52.632108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-12T20:17:52.644254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-12T20:17:52.644686] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-12T20:17:52.645485] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-12T20:17:52.645537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:52.645568] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:52.645621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:52.645677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:52.704839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:52.705715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:52.705835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:52.705867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:52.837492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:52.837875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:52.837921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:52.837949] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:52.841661] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-12T20:17:52.841938] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-12T20:17:52.842060] [INFO ] [sig       ] BMO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:52.990969] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BMO.txt
[2025-12-12T20:17:52.991137] [INFO ] [sig       ] [479/3596] Completed BMO in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-12T20:17:52.991177] [INFO ] [sig       ] [480/3596] Forecasting BMRA...
[2025-12-12T20:17:52.991209] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-12T20:17:52.991242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-12T20:17:53.004189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-12T20:17:53.004616] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-12T20:17:53.005430] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-12T20:17:53.005485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:53.005517] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:53.005548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:53.005648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:53.072731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:53.073618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:53.073740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:53.073801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:53.198421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:53.198601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:53.198644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:53.198672] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:53.202077] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-12T20:17:53.202411] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-12T20:17:53.202552] [INFO ] [sig       ] BMRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:53.350213] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BMRA.txt
[2025-12-12T20:17:53.350387] [INFO ] [sig       ] [480/3596] Completed BMRA in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-12T20:17:53.350434] [INFO ] [sig       ] [481/3596] Forecasting BMRC...
[2025-12-12T20:17:53.350463] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-12T20:17:53.350493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-12T20:17:53.362417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-12T20:17:53.362840] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-12T20:17:53.363650] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-12T20:17:53.363702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:53.363733] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:53.363759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:53.363815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:53.422910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:53.424033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:53.424119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:53.424151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:53.561514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:53.561900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:53.561941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:53.561971] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:53.566103] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2025-12-12T20:17:53.566527] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-12T20:17:53.566712] [INFO ] [sig       ] BMRC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:53.720269] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BMRC.txt
[2025-12-12T20:17:53.720443] [INFO ] [sig       ] [481/3596] Completed BMRC in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-12T20:17:53.720490] [INFO ] [sig       ] [482/3596] Forecasting BMRN...
[2025-12-12T20:17:53.720523] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-12T20:17:53.720553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-12T20:17:53.738987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-12T20:17:53.739717] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-12T20:17:53.740926] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-12T20:17:53.741007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:53.741050] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:53.741087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:53.741174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:53.824130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:53.825493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:53.825625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:53.825669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:53.967647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:53.967909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:53.967978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:53.968026] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:53.973715] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-12T20:17:53.974175] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-12T20:17:53.974386] [INFO ] [sig       ] BMRN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:54.130230] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BMRN.txt
[2025-12-12T20:17:54.130489] [INFO ] [sig       ] [482/3596] Completed BMRN in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-12T20:17:54.130535] [INFO ] [sig       ] [483/3596] Forecasting BMY...
[2025-12-12T20:17:54.130585] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-12T20:17:54.130623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-12T20:17:54.144130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-12T20:17:54.144695] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-12T20:17:54.145639] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-12T20:17:54.145697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:54.145730] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:54.145756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:54.145816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:54.204904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:54.206061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:54.206160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:54.206198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:54.329731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:54.329960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:54.330004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:54.330032] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:54.333894] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-12T20:17:54.334259] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-12T20:17:54.334408] [INFO ] [sig       ] BMY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:54.482614] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BMY.txt
[2025-12-12T20:17:54.482843] [INFO ] [sig       ] [483/3596] Completed BMY in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-12T20:17:54.482888] [INFO ] [sig       ] [484/3596] Forecasting BN...
[2025-12-12T20:17:54.482919] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-12T20:17:54.482954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-12T20:17:54.496041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-12T20:17:54.496503] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-12T20:17:54.497313] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-12T20:17:54.497368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:54.497399] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:54.497426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:54.497481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:54.555266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:54.556237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:54.556323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:54.556357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:54.681286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:54.681460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:54.681515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:54.681563] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:54.685049] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-12T20:17:54.685351] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-12T20:17:54.685489] [INFO ] [sig       ] BN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:54.828014] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BN.txt
[2025-12-12T20:17:54.828188] [INFO ] [sig       ] [484/3596] Completed BN in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:54.828230] [INFO ] [sig       ] [485/3596] Forecasting BND...
[2025-12-12T20:17:54.828259] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-12T20:17:54.828291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-12T20:17:54.841858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-12T20:17:54.842402] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-12T20:17:54.843335] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-12T20:17:54.843390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:54.843423] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:54.843449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:54.843506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:54.909884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:54.911195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:54.911305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:54.911349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:55.042282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:55.042503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:55.042546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:55.042594] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:55.046332] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-12T20:17:55.046649] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-12T20:17:55.046777] [INFO ] [sig       ] BND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:55.189890] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BND.txt
[2025-12-12T20:17:55.190069] [INFO ] [sig       ] [485/3596] Completed BND in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:55.190110] [INFO ] [sig       ] [486/3596] Forecasting BNDX...
[2025-12-12T20:17:55.190139] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-12T20:17:55.190172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-12T20:17:55.203967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-12T20:17:55.204460] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-12T20:17:55.205314] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-12T20:17:55.205370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:55.205446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:55.205480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:55.205549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:55.266495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:55.267482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:55.267567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:55.267640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:55.401787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:55.401955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:55.401997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:55.402026] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:55.405634] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2025-12-12T20:17:55.405996] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-12T20:17:55.406154] [INFO ] [sig       ] BNDX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:55.563356] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BNDX.txt
[2025-12-12T20:17:55.563518] [INFO ] [sig       ] [486/3596] Completed BNDX in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:55.563557] [INFO ] [sig       ] [487/3596] Forecasting BNED...
[2025-12-12T20:17:55.563608] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-12T20:17:55.563639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-12T20:17:55.575660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-12T20:17:55.576054] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-12T20:17:55.576879] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-12T20:17:55.576932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:55.576964] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:55.576990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:55.577046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:55.639558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:55.640501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:55.640624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:55.640663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:55.816653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:55.816823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:55.816884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:55.816934] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:55.822375] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2025-12-12T20:17:55.822872] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-12T20:17:55.823061] [INFO ] [sig       ] BNED: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:55.970559] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BNED.txt
[2025-12-12T20:17:55.970916] [INFO ] [sig       ] [487/3596] Completed BNED in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:55.970954] [INFO ] [sig       ] [488/3596] Forecasting BNGO...
[2025-12-12T20:17:55.970984] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-12T20:17:55.971015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-12T20:17:55.984553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-12T20:17:55.985090] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-12T20:17:55.986110] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-12T20:17:55.986166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:55.986206] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:55.986261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:55.986339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:56.045449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:56.046612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:56.046709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:56.046743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:56.169544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:56.169821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:56.169870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:56.169900] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:56.173905] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-12T20:17:56.174254] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-12T20:17:56.174418] [INFO ] [sig       ] BNGO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:56.320149] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BNGO.txt
[2025-12-12T20:17:56.320375] [INFO ] [sig       ] [488/3596] Completed BNGO in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:56.320420] [INFO ] [sig       ] [489/3596] Forecasting BNH...
[2025-12-12T20:17:56.320452] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-12T20:17:56.320487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-12T20:17:56.334185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-12T20:17:56.334621] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-12T20:17:56.335395] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-12T20:17:56.335446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:56.335477] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:56.335502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:56.335558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:56.395464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:56.396202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:56.396282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:56.396314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:56.512590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:56.512749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:56.512789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:56.512850] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:56.516250] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-12T20:17:56.516530] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-12T20:17:56.516676] [INFO ] [sig       ] BNH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:56.657005] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BNH.txt
[2025-12-12T20:17:56.657130] [INFO ] [sig       ] [489/3596] Completed BNH in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:56.657168] [INFO ] [sig       ] [490/3596] Forecasting BNJ...
[2025-12-12T20:17:56.657197] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-12T20:17:56.657228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-12T20:17:56.670647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-12T20:17:56.670978] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-12T20:17:56.671772] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-12T20:17:56.671823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:56.671854] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:56.671879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:56.671934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:56.730110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:56.730767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:56.730845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:56.730876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:56.843095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:56.843248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:56.843287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:56.843315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:56.846645] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-12-12T20:17:56.846910] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-12T20:17:56.847029] [INFO ] [sig       ] BNJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:56.986619] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BNJ.txt
[2025-12-12T20:17:56.986952] [INFO ] [sig       ] [490/3596] Completed BNJ in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:56.986990] [INFO ] [sig       ] [491/3596] Forecasting BNL...
[2025-12-12T20:17:56.987018] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-12T20:17:56.987046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-12T20:17:57.001332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-12T20:17:57.002044] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-12T20:17:57.003322] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-12T20:17:57.003404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:57.003439] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:57.003466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:57.003531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:57.066040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:57.067549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:57.067673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:57.067708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:57.205525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:57.205715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:57.205757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:57.205787] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:57.210023] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-12T20:17:57.210355] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-12T20:17:57.210486] [INFO ] [sig       ] BNL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:57.359469] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BNL.txt
[2025-12-12T20:17:57.359666] [INFO ] [sig       ] [491/3596] Completed BNL in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:57.359710] [INFO ] [sig       ] [492/3596] Forecasting BNS...
[2025-12-12T20:17:57.359741] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-12T20:17:57.359783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-12T20:17:57.372483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-12T20:17:57.373086] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-12T20:17:57.374000] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-12T20:17:57.374055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:57.374090] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:57.374117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:57.374175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:57.439545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:57.440695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:57.440801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:57.440845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:57.574320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:57.574480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:57.574521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:57.574551] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:57.578075] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-12-12T20:17:57.578355] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-12T20:17:57.578482] [INFO ] [sig       ] BNS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:57.744797] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BNS.txt
[2025-12-12T20:17:57.745014] [INFO ] [sig       ] [492/3596] Completed BNS in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:57.745069] [INFO ] [sig       ] [493/3596] Forecasting BNTC...
[2025-12-12T20:17:57.745111] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-12T20:17:57.745155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-12T20:17:57.757838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-12T20:17:57.758240] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-12T20:17:57.759263] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-12T20:17:57.759316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:57.759349] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:57.759377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:57.759434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:57.823780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:57.824912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:57.825003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:57.825036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:57.957919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:57.958075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:57.958115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:57.958143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:57.961506] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-12T20:17:57.961812] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-12T20:17:57.961938] [INFO ] [sig       ] BNTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:58.121256] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BNTC.txt
[2025-12-12T20:17:58.121417] [INFO ] [sig       ] [493/3596] Completed BNTC in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:58.121456] [INFO ] [sig       ] [494/3596] Forecasting BNTX...
[2025-12-12T20:17:58.121487] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-12T20:17:58.121517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-12T20:17:58.136340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-12T20:17:58.136799] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-12T20:17:58.137798] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-12T20:17:58.137861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:58.137904] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:58.137942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:58.138021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:58.206006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:58.207113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:58.207227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:58.207271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:58.333784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:58.333944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:58.333983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:58.334013] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:58.337383] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-12T20:17:58.337731] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-12T20:17:58.337865] [INFO ] [sig       ] BNTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:58.480851] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BNTX.txt
[2025-12-12T20:17:58.481011] [INFO ] [sig       ] [494/3596] Completed BNTX in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:58.481049] [INFO ] [sig       ] [495/3596] Forecasting BNY...
[2025-12-12T20:17:58.481079] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-12T20:17:58.481111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-12T20:17:58.494169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-12T20:17:58.494569] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-12T20:17:58.495382] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-12T20:17:58.495449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:58.495490] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:58.495523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:58.495621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:58.564441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:58.565388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:58.565480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:58.565520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:58.713181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:58.713336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:58.713376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:58.713405] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:58.717331] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-12T20:17:58.717715] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-12T20:17:58.717871] [INFO ] [sig       ] BNY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:58.865204] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BNY.txt
[2025-12-12T20:17:58.865377] [INFO ] [sig       ] [495/3596] Completed BNY in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:58.865415] [INFO ] [sig       ] [496/3596] Forecasting BNZI...
[2025-12-12T20:17:58.865443] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-12T20:17:58.865475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-12T20:17:58.878066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-12T20:17:58.878476] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-12T20:17:58.879335] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-12T20:17:58.879391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:58.879423] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:58.879450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:58.879505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:58.938532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:58.939426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:58.939544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:58.939609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:59.063142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:59.063313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:59.063353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:59.063381] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:59.066932] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-12T20:17:59.067225] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-12T20:17:59.067354] [INFO ] [sig       ] BNZI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:17:59.210064] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BNZI.txt
[2025-12-12T20:17:59.210199] [INFO ] [sig       ] [496/3596] Completed BNZI in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:59.210238] [INFO ] [sig       ] [497/3596] Forecasting BOC...
[2025-12-12T20:17:59.210268] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-12T20:17:59.210300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-12T20:17:59.222698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-12T20:17:59.222989] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-12T20:17:59.223814] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-12T20:17:59.223872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:59.223904] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:59.223932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:59.223990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:59.283417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:59.284050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:59.284127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:59.284159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:59.409122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:59.409290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:59.409331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:59.409361] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:59.412710] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-12T20:17:59.413011] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-12T20:17:59.413136] [INFO ] [sig       ] BOC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:59.557303] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BOC.txt
[2025-12-12T20:17:59.557431] [INFO ] [sig       ] [497/3596] Completed BOC in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:59.557470] [INFO ] [sig       ] [498/3596] Forecasting BOE...
[2025-12-12T20:17:59.557505] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-12T20:17:59.557541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-12T20:17:59.573180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-12T20:17:59.573639] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-12T20:17:59.574681] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-12T20:17:59.574923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:59.574968] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:59.575008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:59.575091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:59.639293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:59.640249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:59.640358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:59.640393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:17:59.767192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:17:59.767354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:17:59.767396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:17:59.767426] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:17:59.770994] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=60.97%)
[2025-12-12T20:17:59.771324] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-12T20:17:59.771462] [INFO ] [sig       ] BOE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:17:59.918205] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BOE.txt
[2025-12-12T20:17:59.918363] [INFO ] [sig       ] [498/3596] Completed BOE in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:17:59.918402] [INFO ] [sig       ] [499/3596] Forecasting BOF...
[2025-12-12T20:17:59.918432] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-12T20:17:59.918464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-12T20:17:59.929986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-12T20:17:59.930306] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-12T20:17:59.931082] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-12T20:17:59.931133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:17:59.931164] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:17:59.931190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:17:59.931245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:17:59.989801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:17:59.990454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:17:59.990533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:17:59.990566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:00.121213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:00.121368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:00.121408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:00.121436] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:00.124804] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-12T20:18:00.125088] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-12T20:18:00.125215] [INFO ] [sig       ] BOF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:00.266938] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BOF.txt
[2025-12-12T20:18:00.267089] [INFO ] [sig       ] [499/3596] Completed BOF in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-12T20:18:00.267128] [INFO ] [sig       ] [500/3596] Forecasting BOH...
[2025-12-12T20:18:00.267157] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-12T20:18:00.267187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-12T20:18:00.279169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-12T20:18:00.279441] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-12T20:18:00.280494] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-12T20:18:00.280555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:00.280616] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:00.280652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:00.280730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:00.337643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:00.338323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:00.338417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:00.338455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:00.461287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:00.461442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:00.461481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:00.461509] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:00.464837] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-12T20:18:00.465105] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-12T20:18:00.465223] [INFO ] [sig       ] BOH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:00.603617] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BOH.txt
[2025-12-12T20:18:00.603958] [INFO ] [sig       ] [500/3596] Completed BOH in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 18.2m
[2025-12-12T20:18:00.604003] [INFO ] [sig       ] [501/3596] Forecasting BOKF...
[2025-12-12T20:18:00.604048] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-12T20:18:00.604086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-12T20:18:00.617021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-12T20:18:00.617327] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-12T20:18:00.618284] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-12T20:18:00.618337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:00.618380] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:00.618407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:00.618463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:00.679364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:00.680218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:00.680299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:00.680332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:00.811724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:00.811877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:00.811915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:00.811942] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:00.815813] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-12-12T20:18:00.816295] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-12T20:18:00.816435] [INFO ] [sig       ] BOKF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:00.960799] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BOKF.txt
[2025-12-12T20:18:00.960962] [INFO ] [sig       ] [501/3596] Completed BOKF in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:00.961003] [INFO ] [sig       ] [502/3596] Forecasting BOLD...
[2025-12-12T20:18:00.961033] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-12T20:18:00.961066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-12T20:18:00.973542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-12T20:18:00.973952] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-12T20:18:00.974811] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-12T20:18:00.974867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:00.974900] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:00.974927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:00.974985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:01.039941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:01.040824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:01.040905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:01.040938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:01.165251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:01.165404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:01.165446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:01.165475] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:01.169030] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-12T20:18:01.169304] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-12T20:18:01.169424] [INFO ] [sig       ] BOLD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:01.324775] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BOLD.txt
[2025-12-12T20:18:01.324949] [INFO ] [sig       ] [502/3596] Completed BOLD in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:01.324987] [INFO ] [sig       ] [503/3596] Forecasting BOND...
[2025-12-12T20:18:01.325016] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-12T20:18:01.325046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-12T20:18:01.336493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-12T20:18:01.336874] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-12T20:18:01.337677] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-12T20:18:01.337728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:01.337783] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:01.337811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:01.337867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:01.398788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:01.399688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:01.399784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:01.399825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:01.532496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:01.532670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:01.532712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:01.532742] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:01.536179] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=51.01%)
[2025-12-12T20:18:01.536482] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-12T20:18:01.536635] [INFO ] [sig       ] BOND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:01.672927] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BOND.txt
[2025-12-12T20:18:01.673064] [INFO ] [sig       ] [503/3596] Completed BOND in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:01.673101] [INFO ] [sig       ] [504/3596] Forecasting BOOM...
[2025-12-12T20:18:01.673131] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-12T20:18:01.673161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-12T20:18:01.683995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-12T20:18:01.684261] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-12T20:18:01.685027] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-12T20:18:01.685078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:01.685109] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:01.685136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:01.685191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:01.741696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:01.742340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:01.742416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:01.742447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:01.871596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:01.871754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:01.871793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:01.871821] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:01.875398] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=67.81%)
[2025-12-12T20:18:01.875730] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-12T20:18:01.876043] [INFO ] [sig       ] BOOM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:02.020145] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BOOM.txt
[2025-12-12T20:18:02.020310] [INFO ] [sig       ] [504/3596] Completed BOOM in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:02.020355] [INFO ] [sig       ] [505/3596] Forecasting BOTZ...
[2025-12-12T20:18:02.020386] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-12T20:18:02.020415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-12T20:18:02.032764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-12T20:18:02.033156] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-12T20:18:02.033958] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-12T20:18:02.034010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:02.034042] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:02.034068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:02.034125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:02.093549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:02.094617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:02.094705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:02.094737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:02.210790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:02.210950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:02.210988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:02.211015] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:02.214357] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-12T20:18:02.214675] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-12T20:18:02.214803] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:02.355665] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BOTZ.txt
[2025-12-12T20:18:02.356025] [INFO ] [sig       ] [505/3596] Completed BOTZ in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:02.356063] [INFO ] [sig       ] [506/3596] Forecasting BOX...
[2025-12-12T20:18:02.356090] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-12T20:18:02.356122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-12T20:18:02.373069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-12T20:18:02.373893] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-12T20:18:02.374937] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-12T20:18:02.374997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:02.375034] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:02.375068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:02.375161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:02.440958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:02.442459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:02.442566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:02.442620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:02.577184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:02.577448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:02.577496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:02.577595] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:02.582290] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-12-12T20:18:02.582948] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-12T20:18:02.583222] [INFO ] [sig       ] BOX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:02.749752] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BOX.txt
[2025-12-12T20:18:02.749935] [INFO ] [sig       ] [506/3596] Completed BOX in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:02.749976] [INFO ] [sig       ] [507/3596] Forecasting BP...
[2025-12-12T20:18:02.750008] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-12T20:18:02.750042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-12T20:18:02.762755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-12T20:18:02.763120] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-12T20:18:02.764000] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-12T20:18:02.764054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:02.764087] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:02.764115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:02.764172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:02.824780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:02.825707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:02.825812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:02.825844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:02.951783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:02.951948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:02.951988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:02.952016] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:02.955519] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2025-12-12T20:18:02.955835] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-12T20:18:02.956156] [INFO ] [sig       ] BP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:03.099564] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BP.txt
[2025-12-12T20:18:03.099778] [INFO ] [sig       ] [507/3596] Completed BP in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:03.099828] [INFO ] [sig       ] [508/3596] Forecasting BPOP...
[2025-12-12T20:18:03.099864] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-12T20:18:03.099901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-12T20:18:03.118712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-12T20:18:03.119372] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-12T20:18:03.121043] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-12T20:18:03.121106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:03.121144] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:03.121175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:03.121279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:03.201674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:03.203007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:03.203116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:03.203157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:03.325704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:03.325870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:03.325911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:03.325957] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:03.329426] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-12T20:18:03.329770] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-12T20:18:03.329918] [INFO ] [sig       ] BPOP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:03.474423] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BPOP.txt
[2025-12-12T20:18:03.474631] [INFO ] [sig       ] [508/3596] Completed BPOP in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:03.474674] [INFO ] [sig       ] [509/3596] Forecasting BPRN...
[2025-12-12T20:18:03.474703] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-12T20:18:03.474734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-12T20:18:03.490949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-12T20:18:03.491653] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-12T20:18:03.492895] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-12T20:18:03.492959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:03.492997] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:03.493030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:03.493109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:03.567514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:03.569062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:03.569179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:03.569213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:03.686100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:03.686263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:03.686306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:03.686335] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:03.690752] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-12T20:18:03.691123] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-12T20:18:03.691262] [INFO ] [sig       ] BPRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:03.849687] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BPRN.txt
[2025-12-12T20:18:03.849858] [INFO ] [sig       ] [509/3596] Completed BPRN in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:03.849898] [INFO ] [sig       ] [510/3596] Forecasting BPYPM...
[2025-12-12T20:18:03.849928] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-12T20:18:03.849960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-12T20:18:03.862110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-12T20:18:03.862498] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-12T20:18:03.863344] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-12T20:18:03.863398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:03.863431] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:03.863458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:03.863521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:03.922926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:03.923862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:03.923963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:03.923998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:04.032484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:04.032673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:04.032722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:04.032757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:04.036393] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-12T20:18:04.036785] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-12T20:18:04.036930] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:04.192137] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BPYPM.txt
[2025-12-12T20:18:04.192298] [INFO ] [sig       ] [510/3596] Completed BPYPM in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:04.192336] [INFO ] [sig       ] [511/3596] Forecasting BPYPO...
[2025-12-12T20:18:04.192367] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-12T20:18:04.192397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-12T20:18:04.204852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-12T20:18:04.205237] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-12T20:18:04.206092] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-12T20:18:04.206152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:04.206183] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:04.206209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:04.206265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:04.267238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:04.268142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:04.268226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:04.268259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:04.380754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:04.380921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:04.380966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:04.380993] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:04.385362] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-12T20:18:04.385741] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-12T20:18:04.385885] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:04.549351] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BPYPO.txt
[2025-12-12T20:18:04.549504] [INFO ] [sig       ] [511/3596] Completed BPYPO in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:04.549541] [INFO ] [sig       ] [512/3596] Forecasting BPYPP...
[2025-12-12T20:18:04.549615] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-12T20:18:04.549659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-12T20:18:04.562645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-12T20:18:04.562999] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-12T20:18:04.564006] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-12T20:18:04.564059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:04.564103] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:04.564130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:04.564186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:04.622673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:04.623545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:04.623669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:04.623703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:04.728717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:04.728883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:04.728923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:04.728950] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:04.732356] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=25.46%)
[2025-12-12T20:18:04.732645] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-12T20:18:04.732767] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:04.873038] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BPYPP.txt
[2025-12-12T20:18:04.873202] [INFO ] [sig       ] [512/3596] Completed BPYPP in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:04.873242] [INFO ] [sig       ] [513/3596] Forecasting BRAG...
[2025-12-12T20:18:04.873275] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-12T20:18:04.873307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-12T20:18:04.888370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-12T20:18:04.888965] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-12T20:18:04.890090] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-12T20:18:04.890151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:04.890191] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:04.890229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:04.890309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:04.958297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:04.959273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:04.959397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:04.959431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:05.092298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:05.092477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:05.092537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:05.092607] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:05.096760] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-12T20:18:05.097110] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-12T20:18:05.097268] [INFO ] [sig       ] BRAG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:05.258491] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BRAG.txt
[2025-12-12T20:18:05.258679] [INFO ] [sig       ] [513/3596] Completed BRAG in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:05.258720] [INFO ] [sig       ] [514/3596] Forecasting BRC...
[2025-12-12T20:18:05.258750] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-12T20:18:05.258780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-12T20:18:05.273032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-12T20:18:05.273523] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-12T20:18:05.274630] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-12T20:18:05.274699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:05.274741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:05.274776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:05.274858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:05.341332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:05.342200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:05.342281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:05.342314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:05.464364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:05.464551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:05.464617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:05.464653] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:05.468056] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-12-12T20:18:05.468356] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-12T20:18:05.468487] [INFO ] [sig       ] BRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:05.610615] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BRC.txt
[2025-12-12T20:18:05.610783] [INFO ] [sig       ] [514/3596] Completed BRC in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:05.610823] [INFO ] [sig       ] [515/3596] Forecasting BRCC...
[2025-12-12T20:18:05.610853] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-12T20:18:05.610883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-12T20:18:05.623656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-12T20:18:05.624059] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-12T20:18:05.624872] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-12T20:18:05.624924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:05.624955] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:05.624981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:05.625037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:05.681926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:05.682768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:05.683044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:05.683075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:05.809094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:05.809249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:05.809286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:05.809314] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:05.812775] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=53.52%)
[2025-12-12T20:18:05.813267] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-12T20:18:05.813396] [INFO ] [sig       ] BRCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:05.958777] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BRCC.txt
[2025-12-12T20:18:05.959095] [INFO ] [sig       ] [515/3596] Completed BRCC in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:05.959133] [INFO ] [sig       ] [516/3596] Forecasting BRO...
[2025-12-12T20:18:05.959169] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-12T20:18:05.959201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-12T20:18:05.972846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-12T20:18:05.973279] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-12T20:18:05.974320] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-12T20:18:05.974374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:05.974407] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:05.974434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:05.974490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:06.038444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:06.039336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:06.039417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:06.039450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:06.166120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:06.166278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:06.166318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:06.166347] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:06.169760] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-12T20:18:06.170063] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-12T20:18:06.170191] [INFO ] [sig       ] BRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:06.315206] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BRO.txt
[2025-12-12T20:18:06.315391] [INFO ] [sig       ] [516/3596] Completed BRO in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:06.315430] [INFO ] [sig       ] [517/3596] Forecasting BROS...
[2025-12-12T20:18:06.315460] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-12T20:18:06.315490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-12T20:18:06.327051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-12T20:18:06.327435] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-12T20:18:06.328435] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-12T20:18:06.328487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:06.328517] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:06.328543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:06.328617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:06.387690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:06.388756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:06.388840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:06.388872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:06.512128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:06.512287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:06.512327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:06.512357] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:06.516259] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-12T20:18:06.516547] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-12T20:18:06.516692] [INFO ] [sig       ] BROS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:06.663412] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BROS.txt
[2025-12-12T20:18:06.663566] [INFO ] [sig       ] [517/3596] Completed BROS in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-12T20:18:06.663625] [INFO ] [sig       ] [518/3596] Forecasting BRSP...
[2025-12-12T20:18:06.663654] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-12T20:18:06.663685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-12T20:18:06.674772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-12T20:18:06.675222] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-12T20:18:06.676195] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-12T20:18:06.676247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:06.676277] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:06.676304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:06.676360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:06.736248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:06.737134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:06.737222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:06.737255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:06.854649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:06.854804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:06.854843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:06.854871] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:06.858155] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-12T20:18:06.858421] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-12T20:18:06.858538] [INFO ] [sig       ] BRSP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:06.997608] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BRSP.txt
[2025-12-12T20:18:06.997727] [INFO ] [sig       ] [518/3596] Completed BRSP in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:06.997763] [INFO ] [sig       ] [519/3596] Forecasting BRX...
[2025-12-12T20:18:06.997791] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-12T20:18:06.997820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-12T20:18:07.010080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-12T20:18:07.010352] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-12T20:18:07.011115] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-12T20:18:07.011167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:07.011199] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:07.011226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:07.011282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:07.068453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:07.069059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:07.069133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:07.069164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:07.185877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:07.186182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:07.186217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:07.186261] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:07.189543] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-12T20:18:07.189835] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-12T20:18:07.189951] [INFO ] [sig       ] BRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:07.327563] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BRX.txt
[2025-12-12T20:18:07.327690] [INFO ] [sig       ] [519/3596] Completed BRX in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:07.327730] [INFO ] [sig       ] [520/3596] Forecasting BRY...
[2025-12-12T20:18:07.327759] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-12T20:18:07.327788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-12T20:18:07.340209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-12T20:18:07.340461] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-12T20:18:07.341381] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-12T20:18:07.341432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:07.341487] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:07.341516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:07.341589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:07.400207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:07.400821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:07.400897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:07.400928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:07.520777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:07.520894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:07.520930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:07.520957] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:07.524123] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-12T20:18:07.524382] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-12T20:18:07.524502] [INFO ] [sig       ] BRY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:07.661151] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BRY.txt
[2025-12-12T20:18:07.661262] [INFO ] [sig       ] [520/3596] Completed BRY in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:07.661298] [INFO ] [sig       ] [521/3596] Forecasting BRZE...
[2025-12-12T20:18:07.661326] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-12T20:18:07.661355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-12T20:18:07.674275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-12T20:18:07.674631] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-12T20:18:07.675415] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-12T20:18:07.675466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:07.675498] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:07.675524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:07.675596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:07.734293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:07.735054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:07.735134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:07.735167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:07.859798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:07.859946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:07.859986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:07.860013] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:07.863293] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-12T20:18:07.863558] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-12T20:18:07.863696] [INFO ] [sig       ] BRZE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:08.000873] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BRZE.txt
[2025-12-12T20:18:08.001010] [INFO ] [sig       ] [521/3596] Completed BRZE in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:08.001048] [INFO ] [sig       ] [522/3596] Forecasting BSAC...
[2025-12-12T20:18:08.001077] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-12T20:18:08.001106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-12T20:18:08.012680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-12T20:18:08.013026] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-12T20:18:08.013806] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-12T20:18:08.013862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:08.013893] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:08.013918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:08.013973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:08.069738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:08.070618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:08.070700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:08.070733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:08.192678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:08.192852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:08.192893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:08.192921] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:08.196675] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-12-12T20:18:08.196956] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-12T20:18:08.197081] [INFO ] [sig       ] BSAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:08.338095] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSAC.txt
[2025-12-12T20:18:08.338255] [INFO ] [sig       ] [522/3596] Completed BSAC in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:08.338295] [INFO ] [sig       ] [523/3596] Forecasting BSCP...
[2025-12-12T20:18:08.338325] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-12T20:18:08.338356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-12T20:18:08.351324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-12T20:18:08.351680] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-12T20:18:08.352486] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-12T20:18:08.352540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:08.352595] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:08.352636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:08.352711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:08.410133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:08.410855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:08.410934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:08.410965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:08.512271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:08.512420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:08.512458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:08.512518] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:08.516003] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-12T20:18:08.516280] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-12T20:18:08.516400] [INFO ] [sig       ] BSCP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:08.712255] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSCP.txt
[2025-12-12T20:18:08.712399] [INFO ] [sig       ] [523/3596] Completed BSCP in 0.4s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:08.712436] [INFO ] [sig       ] [524/3596] Forecasting BSCQ...
[2025-12-12T20:18:08.712466] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-12T20:18:08.712495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-12T20:18:08.725053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-12T20:18:08.725414] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-12T20:18:08.726398] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-12T20:18:08.726449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:08.726479] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:08.726504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:08.726560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:08.784480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:08.785371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:08.785450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:08.785482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:08.902293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:08.902442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:08.902480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:08.902507] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:08.905953] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-12T20:18:08.906222] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-12T20:18:08.906343] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:09.049313] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSCQ.txt
[2025-12-12T20:18:09.049436] [INFO ] [sig       ] [524/3596] Completed BSCQ in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:09.049473] [INFO ] [sig       ] [525/3596] Forecasting BSCS...
[2025-12-12T20:18:09.049501] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-12T20:18:09.049532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-12T20:18:09.062419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-12T20:18:09.062823] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-12T20:18:09.063647] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-12T20:18:09.063710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:09.063745] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:09.063774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:09.063830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:09.132632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:09.133546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:09.133651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:09.133687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:09.259115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:09.259280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:09.259321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:09.259352] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:09.263142] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-12T20:18:09.263424] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-12T20:18:09.263546] [INFO ] [sig       ] BSCS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:09.407368] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSCS.txt
[2025-12-12T20:18:09.407524] [INFO ] [sig       ] [525/3596] Completed BSCS in 0.4s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:09.407563] [INFO ] [sig       ] [526/3596] Forecasting BSCX...
[2025-12-12T20:18:09.407613] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-12T20:18:09.407645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-12T20:18:09.420112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-12T20:18:09.420462] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-12T20:18:09.421262] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-12T20:18:09.421315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:09.421347] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:09.421374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:09.421432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:09.479919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:09.480756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:09.480844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:09.480879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:09.603533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:09.603699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:09.603739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:09.603766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:09.607345] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=62.23%)
[2025-12-12T20:18:09.607640] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-12T20:18:09.607766] [INFO ] [sig       ] BSCX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:09.748920] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSCX.txt
[2025-12-12T20:18:09.749060] [INFO ] [sig       ] [526/3596] Completed BSCX in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:09.749099] [INFO ] [sig       ] [527/3596] Forecasting BSCY...
[2025-12-12T20:18:09.749127] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-12T20:18:09.749157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-12T20:18:09.760247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-12T20:18:09.760586] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-12T20:18:09.761376] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-12T20:18:09.761426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:09.761457] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:09.761483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:09.761538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:09.821842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:09.822684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:09.822763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:09.822795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:09.954953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:09.955110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:09.955154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:09.955195] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:09.958514] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-12T20:18:09.958805] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-12T20:18:09.958927] [INFO ] [sig       ] BSCY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:10.102289] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BSCY.txt
[2025-12-12T20:18:10.102446] [INFO ] [sig       ] [527/3596] Completed BSCY in 0.4s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:10.102484] [INFO ] [sig       ] [528/3596] Forecasting BSJP...
[2025-12-12T20:18:10.102513] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-12T20:18:10.102544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-12T20:18:10.114323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-12T20:18:10.114729] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-12T20:18:10.115569] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-12T20:18:10.115650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:10.115681] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:10.115706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:10.115763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:10.177877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:10.178782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:10.178872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:10.178904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:10.294324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:10.294474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:10.294512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:10.294540] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:10.298237] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=52.40%)
[2025-12-12T20:18:10.298505] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-12T20:18:10.298642] [INFO ] [sig       ] BSJP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:10.437622] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSJP.txt
[2025-12-12T20:18:10.437768] [INFO ] [sig       ] [528/3596] Completed BSJP in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:10.437808] [INFO ] [sig       ] [529/3596] Forecasting BSJQ...
[2025-12-12T20:18:10.437836] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-12T20:18:10.437865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-12T20:18:10.449979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-12T20:18:10.450289] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-12T20:18:10.451157] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-12T20:18:10.451210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:10.451241] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:10.451267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:10.451324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:10.511255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:10.511948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:10.512024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:10.512057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:10.635376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:10.635536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:10.635594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:10.635624] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:10.638949] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-12T20:18:10.639237] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-12T20:18:10.639363] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:10.781629] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSJQ.txt
[2025-12-12T20:18:10.781791] [INFO ] [sig       ] [529/3596] Completed BSJQ in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:10.781829] [INFO ] [sig       ] [530/3596] Forecasting BSJS...
[2025-12-12T20:18:10.781859] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-12T20:18:10.781889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-12T20:18:10.793343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-12T20:18:10.793728] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-12T20:18:10.794491] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-12T20:18:10.794542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:10.794596] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:10.794626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:10.794683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:10.851686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:10.852517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:10.852645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:10.852679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:10.973322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:10.973482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:10.973521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:10.973549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:10.977032] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-12T20:18:10.977360] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-12T20:18:10.977489] [INFO ] [sig       ] BSJS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:11.125004] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSJS.txt
[2025-12-12T20:18:11.125179] [INFO ] [sig       ] [530/3596] Completed BSJS in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:11.125220] [INFO ] [sig       ] [531/3596] Forecasting BSL...
[2025-12-12T20:18:11.125250] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-12T20:18:11.125290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-12T20:18:11.137982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-12T20:18:11.138350] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-12T20:18:11.139159] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-12T20:18:11.139211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:11.139242] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:11.139268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:11.139323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:11.199623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:11.200484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:11.200563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:11.200618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:11.323407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:11.323566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:11.323626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:11.323655] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:11.326973] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=67.84%)
[2025-12-12T20:18:11.327256] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-12T20:18:11.327382] [INFO ] [sig       ] BSL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:11.467772] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSL.txt
[2025-12-12T20:18:11.467922] [INFO ] [sig       ] [531/3596] Completed BSL in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-12T20:18:11.467960] [INFO ] [sig       ] [532/3596] Forecasting BSLK...
[2025-12-12T20:18:11.467989] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-12T20:18:11.468019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-12T20:18:11.480808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-12T20:18:11.481086] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-12T20:18:11.481865] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-12T20:18:11.481916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:11.481946] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:11.481972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:11.482192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:11.538967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:11.539561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:11.539676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:11.539708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:11.651613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:11.651813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:11.651854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:11.651882] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:11.655933] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-12-12T20:18:11.656209] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-12T20:18:11.656335] [INFO ] [sig       ] BSLK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:11.795637] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BSLK.txt
[2025-12-12T20:18:11.795801] [INFO ] [sig       ] [532/3596] Completed BSLK in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-12T20:18:11.795839] [INFO ] [sig       ] [533/3596] Forecasting BSM...
[2025-12-12T20:18:11.795867] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-12T20:18:11.795897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-12T20:18:11.814474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-12T20:18:11.814994] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-12T20:18:11.816196] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-12T20:18:11.816267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:11.816316] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:11.816358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:11.816443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:11.898076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:11.899176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:11.899289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:11.899331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:12.037668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:12.037832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:12.037879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:12.037913] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:12.041291] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-12T20:18:12.041614] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-12T20:18:12.041738] [INFO ] [sig       ] BSM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:12.181937] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BSM.txt
[2025-12-12T20:18:12.182147] [INFO ] [sig       ] [533/3596] Completed BSM in 0.4s | 2.83 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-12T20:18:12.182197] [INFO ] [sig       ] [534/3596] Forecasting BSMP...
[2025-12-12T20:18:12.182229] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-12T20:18:12.182262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-12T20:18:12.195645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-12T20:18:12.196031] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-12T20:18:12.196887] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-12T20:18:12.196941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:12.196974] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:12.197003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:12.197060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:12.259162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:12.260097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:12.260182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:12.260215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:12.378375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:12.378529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:12.378585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:12.378617] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:12.382082] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-12T20:18:12.382363] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-12T20:18:12.382489] [INFO ] [sig       ] BSMP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:12.526956] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BSMP.txt
[2025-12-12T20:18:12.527773] [INFO ] [sig       ] [534/3596] Completed BSMP in 0.3s | 2.83 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-12T20:18:12.527851] [INFO ] [sig       ] [535/3596] Forecasting BSMQ...
[2025-12-12T20:18:12.527895] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-12T20:18:12.527942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-12T20:18:12.539724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-12T20:18:12.540075] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-12T20:18:12.540958] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-12T20:18:12.541017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:12.541049] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:12.541077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:12.541134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:12.601897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:12.602901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:12.602985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:12.603019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:12.729362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:12.729518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:12.729559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:12.729625] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:12.733409] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=28.34%)
[2025-12-12T20:18:12.733711] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-12T20:18:12.733841] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:12.877369] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BSMQ.txt
[2025-12-12T20:18:12.877506] [INFO ] [sig       ] [535/3596] Completed BSMQ in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:12.877545] [INFO ] [sig       ] [536/3596] Forecasting BSMS...
[2025-12-12T20:18:12.877591] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-12T20:18:12.877624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-12T20:18:12.888910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-12T20:18:12.889256] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-12T20:18:12.890108] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-12T20:18:12.890161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:12.890207] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:12.890236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:12.890294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:12.953366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:12.954403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:12.954486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:12.954520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:13.073567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:13.073717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:13.073758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:13.073790] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:13.077961] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-12T20:18:13.078426] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-12T20:18:13.078561] [INFO ] [sig       ] BSMS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:13.224917] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSMS.txt
[2025-12-12T20:18:13.225068] [INFO ] [sig       ] [536/3596] Completed BSMS in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:13.225106] [INFO ] [sig       ] [537/3596] Forecasting BSSX...
[2025-12-12T20:18:13.225134] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-12T20:18:13.225163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-12T20:18:13.237381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-12T20:18:13.237743] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-12T20:18:13.238637] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-12T20:18:13.238688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:13.238746] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:13.238773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:13.238828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:13.296853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:13.297707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:13.297787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:13.297818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:13.394994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:13.395142] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:18:13.395180] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:13.395210] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:13.398495] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-12T20:18:13.398780] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-12T20:18:13.398898] [INFO ] [sig       ] BSSX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:13.535029] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BSSX.txt
[2025-12-12T20:18:13.535159] [INFO ] [sig       ] [537/3596] Completed BSSX in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:13.535197] [INFO ] [sig       ] [538/3596] Forecasting BSTZ...
[2025-12-12T20:18:13.535226] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-12T20:18:13.535256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-12T20:18:13.549428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-12T20:18:13.550008] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-12T20:18:13.551134] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-12T20:18:13.551191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:13.551224] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:13.551252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:13.551352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:13.612128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:13.613299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:13.613401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:13.613435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:13.735386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:13.735596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:13.735644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:13.735674] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:13.739476] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-12T20:18:13.739949] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-12T20:18:13.740111] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:13.887230] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSTZ.txt
[2025-12-12T20:18:13.887398] [INFO ] [sig       ] [538/3596] Completed BSTZ in 0.4s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:13.887437] [INFO ] [sig       ] [539/3596] Forecasting BSVN...
[2025-12-12T20:18:13.887467] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-12T20:18:13.887497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-12T20:18:13.902355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-12T20:18:13.902827] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-12T20:18:13.903769] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-12T20:18:13.903832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:13.903872] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:13.903905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:13.903984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:13.970544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:13.971415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:13.971497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:13.971530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:14.088452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:14.088622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:14.088663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:14.088692] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:14.091991] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=75.70%)
[2025-12-12T20:18:14.092258] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-12T20:18:14.092377] [INFO ] [sig       ] BSVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:14.232362] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSVN.txt
[2025-12-12T20:18:14.232479] [INFO ] [sig       ] [539/3596] Completed BSVN in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:14.232522] [INFO ] [sig       ] [540/3596] Forecasting BSVO...
[2025-12-12T20:18:14.232552] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-12T20:18:14.232604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-12T20:18:14.245845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-12T20:18:14.246228] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-12T20:18:14.247170] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-12T20:18:14.247225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:14.247256] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:14.247282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:14.247338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:14.308795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:14.309747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:14.309834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:14.309870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:14.435587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:14.435746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:14.435787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:14.435856] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:14.439404] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-12T20:18:14.439745] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-12T20:18:14.439890] [INFO ] [sig       ] BSVO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:14.583293] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BSVO.txt
[2025-12-12T20:18:14.583434] [INFO ] [sig       ] [540/3596] Completed BSVO in 0.4s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:14.583471] [INFO ] [sig       ] [541/3596] Forecasting BSX...
[2025-12-12T20:18:14.583500] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-12T20:18:14.583530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-12T20:18:14.596392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-12T20:18:14.596695] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-12T20:18:14.597451] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-12T20:18:14.597502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:14.597533] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:14.597558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:14.597641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:14.655422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:14.656209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:14.656283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:14.656314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:14.772919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:14.773093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:14.773132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:14.773160] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:14.776557] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-12-12T20:18:14.776846] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-12T20:18:14.776992] [INFO ] [sig       ] BSX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:14.920125] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSX.txt
[2025-12-12T20:18:14.920256] [INFO ] [sig       ] [541/3596] Completed BSX in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:14.920292] [INFO ] [sig       ] [542/3596] Forecasting BSY...
[2025-12-12T20:18:14.920320] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-12T20:18:14.920351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-12T20:18:14.931894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-12T20:18:14.932333] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-12T20:18:14.933254] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-12T20:18:14.933304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:14.933335] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:14.933361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:14.933416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:14.990382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:14.991023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:14.991103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:14.991135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:15.110985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:15.111090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:15.111124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:15.111152] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:15.114277] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2025-12-12T20:18:15.114538] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-12T20:18:15.114675] [INFO ] [sig       ] BSY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:15.251086] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BSY.txt
[2025-12-12T20:18:15.251199] [INFO ] [sig       ] [542/3596] Completed BSY in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:15.251236] [INFO ] [sig       ] [543/3596] Forecasting BTA...
[2025-12-12T20:18:15.251263] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-12T20:18:15.251293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-12T20:18:15.262398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-12T20:18:15.262707] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-12T20:18:15.263442] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-12T20:18:15.263492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:15.263523] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:15.263548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:15.263624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:15.321088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:15.321929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:15.322008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:15.322040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:15.431065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:15.431217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:15.431256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:15.431300] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:15.434626] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-12T20:18:15.434891] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-12T20:18:15.435008] [INFO ] [sig       ] BTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:15.572836] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BTA.txt
[2025-12-12T20:18:15.572955] [INFO ] [sig       ] [543/3596] Completed BTA in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:15.572993] [INFO ] [sig       ] [544/3596] Forecasting BTAI...
[2025-12-12T20:18:15.573022] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-12T20:18:15.573052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-12T20:18:15.584279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-12T20:18:15.584538] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-12T20:18:15.585290] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-12T20:18:15.585340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:15.585371] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:15.585397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:15.585452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:15.645447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:15.646122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:15.646201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:15.646233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:15.763421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:15.763597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:15.763640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:15.763668] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:15.766975] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-12T20:18:15.767239] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-12T20:18:15.767358] [INFO ] [sig       ] BTAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:15.904251] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BTAI.txt
[2025-12-12T20:18:15.904364] [INFO ] [sig       ] [544/3596] Completed BTAI in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:15.904401] [INFO ] [sig       ] [545/3596] Forecasting BTCS...
[2025-12-12T20:18:15.904428] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-12T20:18:15.904467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-12T20:18:15.917012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-12T20:18:15.917382] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-12T20:18:15.918254] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-12T20:18:15.918314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:15.918347] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:15.918373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:15.918429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:15.977969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:15.978905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:15.979010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:15.979043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:16.093833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:16.093991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:16.094030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:16.094061] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:16.097515] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=27.21%)
[2025-12-12T20:18:16.097818] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-12T20:18:16.097944] [INFO ] [sig       ] BTCS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:16.234923] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BTCS.txt
[2025-12-12T20:18:16.235065] [INFO ] [sig       ] [545/3596] Completed BTCS in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-12T20:18:16.235104] [INFO ] [sig       ] [546/3596] Forecasting BTE...
[2025-12-12T20:18:16.235132] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-12T20:18:16.235162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-12T20:18:16.247195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-12T20:18:16.247531] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-12T20:18:16.248315] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-12T20:18:16.248366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:16.248397] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:16.248423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:16.248478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:16.304953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:16.305545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:16.305636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:16.305669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:16.418073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:16.418235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:16.418276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:16.418303] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:16.421662] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2025-12-12T20:18:16.421943] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-12T20:18:16.422064] [INFO ] [sig       ] BTE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:16.563423] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BTE.txt
[2025-12-12T20:18:16.563551] [INFO ] [sig       ] [546/3596] Completed BTE in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-12T20:18:16.563609] [INFO ] [sig       ] [547/3596] Forecasting BTF...
[2025-12-12T20:18:16.563639] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-12T20:18:16.563669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-12T20:18:16.578330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-12T20:18:16.578971] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-12T20:18:16.580374] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-12T20:18:16.580458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:16.580522] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:16.580608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:16.580704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:16.642696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:16.643951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:16.644103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:16.644136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:16.766655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:16.766892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:16.766938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:16.766967] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:16.771009] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2025-12-12T20:18:16.771359] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-12T20:18:16.771510] [INFO ] [sig       ] BTF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:16.922651] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BTF.txt
[2025-12-12T20:18:16.922822] [INFO ] [sig       ] [547/3596] Completed BTF in 0.4s | 2.83 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-12T20:18:16.922864] [INFO ] [sig       ] [548/3596] Forecasting BTI...
[2025-12-12T20:18:16.922894] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-12T20:18:16.922924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-12T20:18:16.935737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-12T20:18:16.936114] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-12T20:18:16.936941] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-12T20:18:16.936996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:16.937027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:16.937053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:16.937108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:16.995776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:16.996704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:16.996789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:16.996821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:17.124540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:17.124743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:17.124791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:17.124821] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:17.128605] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=68.74%)
[2025-12-12T20:18:17.128977] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-12T20:18:17.129132] [INFO ] [sig       ] BTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:17.275420] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BTI.txt
[2025-12-12T20:18:17.275604] [INFO ] [sig       ] [548/3596] Completed BTI in 0.4s | 2.83 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-12T20:18:17.275646] [INFO ] [sig       ] [549/3596] Forecasting BTM...
[2025-12-12T20:18:17.275678] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-12T20:18:17.275716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-12T20:18:17.291187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-12T20:18:17.291655] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-12T20:18:17.292804] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-12T20:18:17.292872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:17.292924] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:17.292967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:17.293055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:17.357232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:17.358180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:17.358459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:17.358493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:17.475204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:17.475352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:17.475393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:17.475420] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:17.478746] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-12T20:18:17.479018] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-12T20:18:17.479139] [INFO ] [sig       ] BTM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:17.616319] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BTM.txt
[2025-12-12T20:18:17.616450] [INFO ] [sig       ] [549/3596] Completed BTM in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-12T20:18:17.616488] [INFO ] [sig       ] [550/3596] Forecasting BTMD...
[2025-12-12T20:18:17.616516] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-12T20:18:17.616546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-12T20:18:17.627358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-12T20:18:17.627652] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-12T20:18:17.628405] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-12T20:18:17.628457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:17.628488] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:17.628515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:17.628591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:17.686233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:17.686886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:17.686962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:17.686993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:17.806199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:17.806348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:17.806387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:17.806415] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:17.809770] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-12T20:18:17.810039] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-12T20:18:17.810166] [INFO ] [sig       ] BTMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:17.949862] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BTMD.txt
[2025-12-12T20:18:17.950031] [INFO ] [sig       ] [550/3596] Completed BTMD in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-12T20:18:17.950074] [INFO ] [sig       ] [551/3596] Forecasting BTSG...
[2025-12-12T20:18:17.950103] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-12T20:18:17.950141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-12T20:18:17.961410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-12T20:18:17.961828] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-12T20:18:17.962672] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-12T20:18:17.962727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:17.962761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:17.962788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:17.962845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:18.020289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:18.021140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:18.021222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:18.021256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:18.137557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:18.137721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:18.137760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:18.137788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:18.141649] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2025-12-12T20:18:18.141927] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-12T20:18:18.142051] [INFO ] [sig       ] BTSG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:18.286000] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BTSG.txt
[2025-12-12T20:18:18.286152] [INFO ] [sig       ] [551/3596] Completed BTSG in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-12T20:18:18.286193] [INFO ] [sig       ] [552/3596] Forecasting BTZ...
[2025-12-12T20:18:18.286221] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-12T20:18:18.286252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-12T20:18:18.298293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-12T20:18:18.298611] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-12T20:18:18.299379] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-12T20:18:18.299429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:18.299460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:18.299486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:18.299543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:18.356041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:18.356725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:18.356800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:18.356832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:18.472838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:18.472984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:18.473024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:18.473055] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:18.476976] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-12T20:18:18.477244] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-12T20:18:18.477362] [INFO ] [sig       ] BTZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:18.619047] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BTZ.txt
[2025-12-12T20:18:18.619213] [INFO ] [sig       ] [552/3596] Completed BTZ in 0.3s | 2.83 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-12T20:18:18.619253] [INFO ] [sig       ] [553/3596] Forecasting BUD...
[2025-12-12T20:18:18.619282] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-12T20:18:18.619311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-12T20:18:18.631070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-12T20:18:18.631438] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-12T20:18:18.632422] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-12T20:18:18.632476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:18.632510] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:18.632538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:18.632624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:18.691035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:18.691753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:18.691833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:18.691866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:18.816118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:18.816269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:18.816310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:18.816340] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:18.819895] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-12T20:18:18.820251] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-12T20:18:18.820385] [INFO ] [sig       ] BUD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:18.958183] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BUD.txt
[2025-12-12T20:18:18.958372] [INFO ] [sig       ] [553/3596] Completed BUD in 0.3s | 2.83 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-12T20:18:18.958424] [INFO ] [sig       ] [554/3596] Forecasting BUFC...
[2025-12-12T20:18:18.958454] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-12T20:18:18.958487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-12T20:18:18.968387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-12T20:18:18.968697] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-12T20:18:18.969677] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-12T20:18:18.969732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:18.969790] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:18.969818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:18.969890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:19.029396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:19.030196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:19.030277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:19.030311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:19.127235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:19.127419] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:18:19.127461] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:19.127488] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:19.131388] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-12-12T20:18:19.131686] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-12T20:18:19.131810] [INFO ] [sig       ] BUFC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:19.271357] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BUFC.txt
[2025-12-12T20:18:19.271512] [INFO ] [sig       ] [554/3596] Completed BUFC in 0.3s | 2.83 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-12T20:18:19.271551] [INFO ] [sig       ] [555/3596] Forecasting BUG...
[2025-12-12T20:18:19.271599] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-12T20:18:19.271640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-12T20:18:19.283133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-12T20:18:19.283422] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-12T20:18:19.284399] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-12T20:18:19.284450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:19.284480] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:19.284506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:19.284560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:19.341474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:19.342383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:19.342460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:19.342492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:19.458036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:19.458185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:19.458224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:19.458252] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:19.461520] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-12T20:18:19.461802] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-12T20:18:19.461922] [INFO ] [sig       ] BUG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:19.616034] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BUG.txt
[2025-12-12T20:18:19.616210] [INFO ] [sig       ] [555/3596] Completed BUG in 0.3s | 2.83 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-12T20:18:19.616250] [INFO ] [sig       ] [556/3596] Forecasting BUI...
[2025-12-12T20:18:19.616279] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-12T20:18:19.616308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-12T20:18:19.627683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-12T20:18:19.628035] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-12T20:18:19.628849] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-12T20:18:19.628903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:19.628938] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:19.628965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:19.629032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:19.689685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:19.690446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:19.690522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:19.690554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:19.810824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:19.811000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:19.811047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:19.811080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:19.814350] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-12T20:18:19.814638] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-12T20:18:19.814758] [INFO ] [sig       ] BUI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:19.957209] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BUI.txt
[2025-12-12T20:18:19.957371] [INFO ] [sig       ] [556/3596] Completed BUI in 0.3s | 2.83 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-12T20:18:19.957413] [INFO ] [sig       ] [557/3596] Forecasting BURL...
[2025-12-12T20:18:19.957443] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-12T20:18:19.957475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-12T20:18:19.968974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-12T20:18:19.969280] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-12T20:18:19.970103] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-12T20:18:19.970155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:19.970186] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:19.970211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:19.970275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:20.027606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:20.028318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:20.028408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:20.028442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:20.154355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:20.154514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:20.154553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:20.154639] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:20.157995] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-12T20:18:20.158280] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-12T20:18:20.158410] [INFO ] [sig       ] BURL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:20.296216] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BURL.txt
[2025-12-12T20:18:20.296372] [INFO ] [sig       ] [557/3596] Completed BURL in 0.3s | 2.83 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-12T20:18:20.296413] [INFO ] [sig       ] [558/3596] Forecasting BUSE...
[2025-12-12T20:18:20.296442] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-12T20:18:20.296473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-12T20:18:20.307772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-12T20:18:20.308110] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-12T20:18:20.308898] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-12T20:18:20.308950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:20.308981] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:20.309006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:20.309061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:20.366820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:20.367656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:20.367735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:20.367767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:20.488229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:20.488375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:20.488416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:20.488445] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:20.491838] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-12T20:18:20.492104] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-12T20:18:20.492225] [INFO ] [sig       ] BUSE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:20.630237] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BUSE.txt
[2025-12-12T20:18:20.630372] [INFO ] [sig       ] [558/3596] Completed BUSE in 0.3s | 2.83 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-12T20:18:20.630410] [INFO ] [sig       ] [559/3596] Forecasting BUXX...
[2025-12-12T20:18:20.630439] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-12T20:18:20.630468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-12T20:18:20.641662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-12T20:18:20.641981] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-12T20:18:20.642787] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-12T20:18:20.642838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:20.642868] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:20.642893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:20.642949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:20.700485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:20.701158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:20.701234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:20.701265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:20.818758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:20.818908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:20.818946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:20.818975] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:20.822672] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-12-12T20:18:20.822940] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-12T20:18:20.823071] [INFO ] [sig       ] BUXX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:20.962829] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BUXX.txt
[2025-12-12T20:18:20.962990] [INFO ] [sig       ] [559/3596] Completed BUXX in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-12T20:18:20.963031] [INFO ] [sig       ] [560/3596] Forecasting BVFL...
[2025-12-12T20:18:20.963061] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-12T20:18:20.963093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-12T20:18:20.974330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-12T20:18:20.974717] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-12T20:18:20.975472] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-12T20:18:20.975536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:20.975568] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:20.975711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:20.975770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:21.034365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:21.035183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:21.035264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:21.035298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:21.151232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:21.151368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:21.151404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:21.151432] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:21.154678] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-12T20:18:21.154943] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-12T20:18:21.155060] [INFO ] [sig       ] BVFL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:21.294374] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BVFL.txt
[2025-12-12T20:18:21.294505] [INFO ] [sig       ] [560/3596] Completed BVFL in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:21.294543] [INFO ] [sig       ] [561/3596] Forecasting BVN...
[2025-12-12T20:18:21.294588] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-12T20:18:21.294621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-12T20:18:21.306177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-12T20:18:21.306454] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-12T20:18:21.307230] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-12T20:18:21.307280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:21.307311] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:21.307337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:21.307392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:21.365619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:21.366355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:21.366433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:21.366466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:21.488015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:21.488271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:21.488313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:21.488340] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:21.492072] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-12T20:18:21.492357] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-12T20:18:21.492476] [INFO ] [sig       ] BVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:21.630001] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BVN.txt
[2025-12-12T20:18:21.630144] [INFO ] [sig       ] [561/3596] Completed BVN in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:21.630183] [INFO ] [sig       ] [562/3596] Forecasting BVS...
[2025-12-12T20:18:21.630212] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-12T20:18:21.630242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-12T20:18:21.641351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-12T20:18:21.641657] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-12T20:18:21.642409] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-12T20:18:21.642459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:21.642489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:21.642515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:21.642594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:21.698877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:21.699553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:21.699655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:21.699695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:21.820864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:21.821003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:21.821041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:21.821070] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:21.824336] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-12T20:18:21.824629] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-12T20:18:21.824749] [INFO ] [sig       ] BVS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:21.961038] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BVS.txt
[2025-12-12T20:18:21.961194] [INFO ] [sig       ] [562/3596] Completed BVS in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:21.961265] [INFO ] [sig       ] [563/3596] Forecasting BWA...
[2025-12-12T20:18:21.961303] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-12T20:18:21.961334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-12T20:18:21.972747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-12T20:18:21.973064] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-12T20:18:21.973836] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-12T20:18:21.973887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:21.973918] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:21.973944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:21.973999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:22.030797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:22.031511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:22.031607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:22.031641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:22.150186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:22.150333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:22.150373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:22.150402] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:22.153805] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-12T20:18:22.154088] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-12T20:18:22.154229] [INFO ] [sig       ] BWA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:22.290931] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BWA.txt
[2025-12-12T20:18:22.291080] [INFO ] [sig       ] [563/3596] Completed BWA in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:22.291123] [INFO ] [sig       ] [564/3596] Forecasting BWAY...
[2025-12-12T20:18:22.291154] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-12T20:18:22.291184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-12T20:18:22.302943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-12T20:18:22.303439] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-12T20:18:22.304233] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-12T20:18:22.304286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:22.304319] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:22.304347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:22.304403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:22.363169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:22.363865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:22.363970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:22.364011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:22.490631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:22.490784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:22.490826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:22.490855] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:22.494673] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=81.65%)
[2025-12-12T20:18:22.494965] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-12T20:18:22.495103] [INFO ] [sig       ] BWAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:22.648523] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BWAY.txt
[2025-12-12T20:18:22.648700] [INFO ] [sig       ] [564/3596] Completed BWAY in 0.4s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:22.648740] [INFO ] [sig       ] [565/3596] Forecasting BWB...
[2025-12-12T20:18:22.648771] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-12T20:18:22.648802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-12T20:18:22.660127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-12T20:18:22.660423] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-12T20:18:22.661215] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-12T20:18:22.661267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:22.661297] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:22.661323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:22.661377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:22.718960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:22.719715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:22.719793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:22.719825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:22.845866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:22.846012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:22.846050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:22.846080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:22.849471] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=20.29%)
[2025-12-12T20:18:22.849772] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-12T20:18:22.849916] [INFO ] [sig       ] BWB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:22.992274] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BWB.txt
[2025-12-12T20:18:22.992425] [INFO ] [sig       ] [565/3596] Completed BWB in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:22.992463] [INFO ] [sig       ] [566/3596] Forecasting BWEN...
[2025-12-12T20:18:22.992493] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-12T20:18:22.992523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-12T20:18:23.005533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-12T20:18:23.005915] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-12T20:18:23.006703] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-12T20:18:23.006754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:23.006785] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:23.006811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:23.006865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:23.064017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:23.064991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:23.065073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:23.065105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:23.184283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:23.184444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:23.184483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:23.184511] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:23.187875] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-12-12T20:18:23.188152] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-12T20:18:23.188277] [INFO ] [sig       ] BWEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:23.326932] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BWEN.txt
[2025-12-12T20:18:23.327092] [INFO ] [sig       ] [566/3596] Completed BWEN in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:23.327130] [INFO ] [sig       ] [567/3596] Forecasting BWFG...
[2025-12-12T20:18:23.327160] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-12T20:18:23.327189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-12T20:18:23.339650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-12T20:18:23.340008] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-12T20:18:23.340920] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-12T20:18:23.340972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:23.341004] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:23.341029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:23.341084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:23.399235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:23.400312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:23.400394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:23.400633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:23.521735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:23.521911] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:18:23.521974] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:23.522005] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:23.525755] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-12T20:18:23.526072] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-12T20:18:23.526225] [INFO ] [sig       ] BWFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:23.677596] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BWFG.txt
[2025-12-12T20:18:23.677858] [INFO ] [sig       ] [567/3596] Completed BWFG in 0.4s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:23.677913] [INFO ] [sig       ] [568/3596] Forecasting BWG...
[2025-12-12T20:18:23.677951] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-12T20:18:23.677990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-12T20:18:23.690973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-12T20:18:23.691357] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-12T20:18:23.692176] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-12T20:18:23.692406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:23.692439] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:23.692467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:23.692525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:23.760618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:23.761637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:23.761732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:23.761768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:23.893060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:23.893214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:23.893254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:23.893282] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:23.896949] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-12T20:18:23.897241] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-12T20:18:23.897368] [INFO ] [sig       ] BWG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:24.047823] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BWG.txt
[2025-12-12T20:18:24.047979] [INFO ] [sig       ] [568/3596] Completed BWG in 0.4s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:24.048022] [INFO ] [sig       ] [569/3596] Forecasting BWIN...
[2025-12-12T20:18:24.048052] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-12T20:18:24.048084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-12T20:18:24.060588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-12T20:18:24.060913] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-12T20:18:24.061713] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-12T20:18:24.061765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:24.061797] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:24.061824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:24.061879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:24.119283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:24.120499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:24.120614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:24.120649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:24.241486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:24.241659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:24.241699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:24.241727] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:24.245038] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2025-12-12T20:18:24.245306] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-12T20:18:24.245426] [INFO ] [sig       ] BWIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:24.386561] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BWIN.txt
[2025-12-12T20:18:24.386737] [INFO ] [sig       ] [569/3596] Completed BWIN in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:24.386775] [INFO ] [sig       ] [570/3596] Forecasting BWMN...
[2025-12-12T20:18:24.386804] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-12T20:18:24.386833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-12T20:18:24.398017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-12T20:18:24.398307] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-12T20:18:24.399086] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-12T20:18:24.399138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:24.399169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:24.399195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:24.399249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:24.455630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:24.456379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:24.456459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:24.456490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:24.586044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:24.586241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:24.586288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:24.586325] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:24.590132] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-12T20:18:24.590508] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-12T20:18:24.590688] [INFO ] [sig       ] BWMN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:24.733178] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BWMN.txt
[2025-12-12T20:18:24.733341] [INFO ] [sig       ] [570/3596] Completed BWMN in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-12T20:18:24.733379] [INFO ] [sig       ] [571/3596] Forecasting BXC...
[2025-12-12T20:18:24.733408] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-12T20:18:24.733438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-12T20:18:24.744829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-12T20:18:24.745197] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-12T20:18:24.746007] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-12T20:18:24.746060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:24.746137] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:24.746167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:24.746224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:24.803459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:24.804286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:24.804365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:24.804397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:24.922114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:24.922266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:24.922307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:24.922335] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:24.925652] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=63.66%)
[2025-12-12T20:18:24.925923] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-12T20:18:24.926045] [INFO ] [sig       ] BXC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:25.062981] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BXC.txt
[2025-12-12T20:18:25.063120] [INFO ] [sig       ] [571/3596] Completed BXC in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-12T20:18:25.063157] [INFO ] [sig       ] [572/3596] Forecasting BXMX...
[2025-12-12T20:18:25.063187] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-12T20:18:25.063217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-12T20:18:25.075290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-12T20:18:25.075627] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-12T20:18:25.076392] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-12T20:18:25.076443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:25.076473] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:25.076498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:25.076553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:25.134286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:25.135098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:25.135177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:25.135208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:25.253993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:25.254142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:25.254181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:25.254209] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:25.257472] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-12T20:18:25.257757] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-12T20:18:25.257875] [INFO ] [sig       ] BXMX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:25.398879] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BXMX.txt
[2025-12-12T20:18:25.399012] [INFO ] [sig       ] [572/3596] Completed BXMX in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-12T20:18:25.399050] [INFO ] [sig       ] [573/3596] Forecasting BXP...
[2025-12-12T20:18:25.399078] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-12T20:18:25.399108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-12T20:18:25.410373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-12T20:18:25.410690] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-12T20:18:25.411436] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-12T20:18:25.411487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:25.411518] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:25.411544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:25.411620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:25.468614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:25.469265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:25.469338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:25.469370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:25.591492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:25.591659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:25.591699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:25.591726] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:25.595004] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2025-12-12T20:18:25.595304] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-12T20:18:25.595422] [INFO ] [sig       ] BXP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:25.734382] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BXP.txt
[2025-12-12T20:18:25.734507] [INFO ] [sig       ] [573/3596] Completed BXP in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-12T20:18:25.734545] [INFO ] [sig       ] [574/3596] Forecasting BXSL...
[2025-12-12T20:18:25.734591] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-12T20:18:25.734624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-12T20:18:25.745605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-12T20:18:25.745859] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-12T20:18:25.746621] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-12T20:18:25.746672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:25.746703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:25.746729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:25.746790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:25.803799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:25.804377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:25.804450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:25.804481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:25.922056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:25.922225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:25.922271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:25.922332] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:25.926120] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-12T20:18:25.926475] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-12T20:18:25.926633] [INFO ] [sig       ] BXSL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:26.067483] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BXSL.txt
[2025-12-12T20:18:26.067660] [INFO ] [sig       ] [574/3596] Completed BXSL in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:26.067703] [INFO ] [sig       ] [575/3596] Forecasting BYD...
[2025-12-12T20:18:26.067738] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-12T20:18:26.067769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-12T20:18:26.079037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-12T20:18:26.079387] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-12T20:18:26.080206] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-12T20:18:26.080257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:26.080287] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:26.080313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:26.080368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:26.141232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:26.142222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:26.142301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:26.142333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:26.267678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:26.267834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:26.267873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:26.267900] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:26.271287] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2025-12-12T20:18:26.271589] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-12T20:18:26.271723] [INFO ] [sig       ] BYD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:26.413884] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BYD.txt
[2025-12-12T20:18:26.414045] [INFO ] [sig       ] [575/3596] Completed BYD in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:26.414086] [INFO ] [sig       ] [576/3596] Forecasting BYM...
[2025-12-12T20:18:26.414114] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-12T20:18:26.414143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-12T20:18:26.427628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-12T20:18:26.428050] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-12T20:18:26.428901] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-12T20:18:26.428956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:26.428990] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:26.429018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:26.429077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:26.494517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:26.495377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:26.495462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:26.495497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:26.616276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:26.616663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:26.616717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:26.616757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:26.620209] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=17.88%)
[2025-12-12T20:18:26.620501] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-12T20:18:26.620655] [INFO ] [sig       ] BYM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:26.760279] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BYM.txt
[2025-12-12T20:18:26.760432] [INFO ] [sig       ] [576/3596] Completed BYM in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:26.760470] [INFO ] [sig       ] [577/3596] Forecasting BYRN...
[2025-12-12T20:18:26.760499] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-12T20:18:26.760530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-12T20:18:26.773396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-12T20:18:26.773791] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-12T20:18:26.774564] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-12T20:18:26.774632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:26.774664] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:26.774691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:26.774747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:26.833153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:26.834196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:26.834292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:26.834330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:26.957680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:26.957830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:26.957870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:26.957899] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:26.961313] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-12T20:18:26.961603] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-12T20:18:26.961782] [INFO ] [sig       ] BYRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:27.105218] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BYRN.txt
[2025-12-12T20:18:27.105360] [INFO ] [sig       ] [577/3596] Completed BYRN in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:27.105399] [INFO ] [sig       ] [578/3596] Forecasting BYSI...
[2025-12-12T20:18:27.105428] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-12T20:18:27.105457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-12T20:18:27.117875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-12T20:18:27.118210] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-12T20:18:27.119003] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-12T20:18:27.119056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:27.119089] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:27.119116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:27.119173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:27.177369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:27.178140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:27.178220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:27.178254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:27.288396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:27.288554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:27.288613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:27.288660] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:27.292082] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2025-12-12T20:18:27.292369] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-12T20:18:27.292508] [INFO ] [sig       ] BYSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:27.438214] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BYSI.txt
[2025-12-12T20:18:27.438398] [INFO ] [sig       ] [578/3596] Completed BYSI in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:27.438441] [INFO ] [sig       ] [579/3596] Forecasting BZ...
[2025-12-12T20:18:27.438473] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-12T20:18:27.438504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-12T20:18:27.450292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-12T20:18:27.450599] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-12T20:18:27.451381] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-12T20:18:27.451433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:27.451465] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:27.451492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:27.451548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:27.518714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:27.519911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:27.520000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:27.520032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:27.640305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:27.640392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:27.640428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:27.640455] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:27.643460] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-12T20:18:27.643745] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-12T20:18:27.643869] [INFO ] [sig       ] BZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:27.778587] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BZ.txt
[2025-12-12T20:18:27.778706] [INFO ] [sig       ] [579/3596] Completed BZ in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:27.778745] [INFO ] [sig       ] [580/3596] Forecasting BZH...
[2025-12-12T20:18:27.778772] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-12T20:18:27.778801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-12T20:18:27.789787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-12T20:18:27.790042] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-12T20:18:27.790827] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-12T20:18:27.790879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:27.790909] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:27.790935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:27.790990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:27.847232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:27.847849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:27.847924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:27.847955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:27.962426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:27.962513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:27.962548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:27.962591] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:27.965557] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-12T20:18:27.965832] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-12T20:18:27.965952] [INFO ] [sig       ] BZH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:28.101124] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/BZH.txt
[2025-12-12T20:18:28.101248] [INFO ] [sig       ] [580/3596] Completed BZH in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:28.101285] [INFO ] [sig       ] [581/3596] Forecasting BZUN...
[2025-12-12T20:18:28.101312] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-12T20:18:28.101341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-12T20:18:28.113146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-12T20:18:28.113473] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-12T20:18:28.114323] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-12T20:18:28.114383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:28.114425] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:28.114455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:28.114511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:28.173059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:28.173938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:28.174022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:28.174118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:28.295186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:28.295353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:28.295404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:28.295445] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:28.299241] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-12T20:18:28.299565] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-12T20:18:28.299742] [INFO ] [sig       ] BZUN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:28.436739] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/BZUN.txt
[2025-12-12T20:18:28.436883] [INFO ] [sig       ] [581/3596] Completed BZUN in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:28.436921] [INFO ] [sig       ] [582/3596] Forecasting C...
[2025-12-12T20:18:28.436951] [INFO ] [sig       ] Generating forecast for: C
[2025-12-12T20:18:28.436981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-12T20:18:28.448888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-12T20:18:28.449198] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-12T20:18:28.450010] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-12T20:18:28.450061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:28.450092] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:28.450118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:28.450173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:28.509409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:28.510200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:28.510281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:28.510314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:28.634679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:28.634866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:28.634907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:28.634936] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:28.638483] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-12-12T20:18:28.638777] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-12T20:18:28.638899] [INFO ] [sig       ] C: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:28.779609] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/C.txt
[2025-12-12T20:18:28.779781] [INFO ] [sig       ] [582/3596] Completed C in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:28.779822] [INFO ] [sig       ] [583/3596] Forecasting CAAP...
[2025-12-12T20:18:28.779858] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-12T20:18:28.779891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-12T20:18:28.791088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-12T20:18:28.791383] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-12T20:18:28.792149] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-12T20:18:28.792200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:28.792235] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:28.792260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:28.792314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:28.849296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:28.850026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:28.850104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:28.850136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:28.969043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:28.969183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:28.969228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:28.969260] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:28.972588] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2025-12-12T20:18:28.972854] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-12T20:18:28.972971] [INFO ] [sig       ] CAAP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:29.112762] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CAAP.txt
[2025-12-12T20:18:29.112916] [INFO ] [sig       ] [583/3596] Completed CAAP in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:29.112955] [INFO ] [sig       ] [584/3596] Forecasting CAAS...
[2025-12-12T20:18:29.112983] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-12T20:18:29.113013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-12T20:18:29.125064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-12T20:18:29.125508] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-12T20:18:29.126311] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-12T20:18:29.126374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:29.126408] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:29.126435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:29.126492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:29.183549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:29.184194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:29.184268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:29.184299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:29.291239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:29.291385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:29.291424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:29.291454] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:29.294836] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-12-12T20:18:29.295106] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-12T20:18:29.295226] [INFO ] [sig       ] CAAS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:29.435816] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CAAS.txt
[2025-12-12T20:18:29.435993] [INFO ] [sig       ] [584/3596] Completed CAAS in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:29.436034] [INFO ] [sig       ] [585/3596] Forecasting CABA...
[2025-12-12T20:18:29.436064] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-12T20:18:29.436094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-12T20:18:29.447286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-12T20:18:29.447598] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-12T20:18:29.448350] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-12T20:18:29.448401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:29.448432] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:29.448458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:29.448513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:29.505170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:29.505842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:29.505918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:29.505949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:29.622614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:29.622771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:29.622811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:29.622839] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:29.626097] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-12T20:18:29.626363] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-12T20:18:29.626487] [INFO ] [sig       ] CABA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:29.764720] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CABA.txt
[2025-12-12T20:18:29.764856] [INFO ] [sig       ] [585/3596] Completed CABA in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:29.764895] [INFO ] [sig       ] [586/3596] Forecasting CABO...
[2025-12-12T20:18:29.764924] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-12T20:18:29.764954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-12T20:18:29.776344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-12T20:18:29.776667] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-12T20:18:29.777418] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-12T20:18:29.777468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:29.777499] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:29.777525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:29.777602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:29.835764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:29.836454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:29.836529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:29.836560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:29.952791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:29.952938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:29.952978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:29.953005] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:29.956325] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-12T20:18:29.956621] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-12T20:18:29.956746] [INFO ] [sig       ] CABO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:30.108375] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CABO.txt
[2025-12-12T20:18:30.108534] [INFO ] [sig       ] [586/3596] Completed CABO in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:30.108589] [INFO ] [sig       ] [587/3596] Forecasting CAC...
[2025-12-12T20:18:30.108623] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-12T20:18:30.108654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-12T20:18:30.120513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-12T20:18:30.120911] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-12T20:18:30.121722] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-12T20:18:30.121775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:30.121808] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:30.121836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:30.121893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:30.180065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:30.180936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:30.181018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:30.181052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:30.301062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:30.301215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:30.301255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:30.301285] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:30.304677] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=17.87%)
[2025-12-12T20:18:30.304943] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-12T20:18:30.305061] [INFO ] [sig       ] CAC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:30.456362] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CAC.txt
[2025-12-12T20:18:30.456508] [INFO ] [sig       ] [587/3596] Completed CAC in 0.3s | 2.84 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-12T20:18:30.456551] [INFO ] [sig       ] [588/3596] Forecasting CACC...
[2025-12-12T20:18:30.456599] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-12T20:18:30.456631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-12T20:18:30.469345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-12T20:18:30.469726] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-12T20:18:30.470514] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-12T20:18:30.470567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:30.470649] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:30.470688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:30.470753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:30.530220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:30.530944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:30.531024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:30.531058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:30.649459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:30.649638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:30.649683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:30.649710] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:30.653051] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-12T20:18:30.653347] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-12T20:18:30.653480] [INFO ] [sig       ] CACC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:30.792588] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CACC.txt
[2025-12-12T20:18:30.792732] [INFO ] [sig       ] [588/3596] Completed CACC in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:30.792772] [INFO ] [sig       ] [589/3596] Forecasting CACI...
[2025-12-12T20:18:30.792800] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-12T20:18:30.792830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-12T20:18:30.805375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-12T20:18:30.805794] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-12T20:18:30.806570] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-12T20:18:30.806641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:30.806672] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:30.806698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:30.806754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:30.865188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:30.866000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:30.866086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:30.866117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:30.981066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:30.981217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:30.981256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:30.981285] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:30.984558] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-12T20:18:30.984850] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-12T20:18:30.985008] [INFO ] [sig       ] CACI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:31.130907] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CACI.txt
[2025-12-12T20:18:31.131048] [INFO ] [sig       ] [589/3596] Completed CACI in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:31.131087] [INFO ] [sig       ] [590/3596] Forecasting CADE...
[2025-12-12T20:18:31.131115] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-12T20:18:31.131145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-12T20:18:31.142950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-12T20:18:31.143237] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-12T20:18:31.144005] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-12T20:18:31.144056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:31.144087] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:31.144112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:31.144166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:31.202048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:31.202983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:31.203064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:31.203096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:31.321295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:31.321454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:31.321494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:31.321521] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:31.324812] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-12T20:18:31.325080] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-12T20:18:31.325200] [INFO ] [sig       ] CADE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:31.465032] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CADE.txt
[2025-12-12T20:18:31.465199] [INFO ] [sig       ] [590/3596] Completed CADE in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:31.465246] [INFO ] [sig       ] [591/3596] Forecasting CADL...
[2025-12-12T20:18:31.465281] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-12T20:18:31.465319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-12T20:18:31.476909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-12T20:18:31.477291] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-12T20:18:31.478113] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-12T20:18:31.478166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:31.478197] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:31.478223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:31.478287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:31.535873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:31.536716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:31.536798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:31.536831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:31.657227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:31.657381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:31.657438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:31.657498] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:31.660926] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-12T20:18:31.661204] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-12T20:18:31.661343] [INFO ] [sig       ] CADL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:31.817631] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CADL.txt
[2025-12-12T20:18:31.817802] [INFO ] [sig       ] [591/3596] Completed CADL in 0.4s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:31.817842] [INFO ] [sig       ] [592/3596] Forecasting CAE...
[2025-12-12T20:18:31.817873] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-12T20:18:31.817904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-12T20:18:31.829463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-12T20:18:31.829877] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-12T20:18:31.830728] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-12T20:18:31.830780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:31.830813] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:31.830841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:31.830896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:31.889467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:31.890397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:31.890480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:31.890513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:32.010834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:32.010990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:32.011030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:32.011059] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:32.014440] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-12-12T20:18:32.014732] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-12T20:18:32.014854] [INFO ] [sig       ] CAE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:32.155040] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CAE.txt
[2025-12-12T20:18:32.155218] [INFO ] [sig       ] [592/3596] Completed CAE in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:32.155267] [INFO ] [sig       ] [593/3596] Forecasting CAF...
[2025-12-12T20:18:32.155300] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-12T20:18:32.155331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-12T20:18:32.167053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-12T20:18:32.167449] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-12T20:18:32.168237] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-12T20:18:32.168289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:32.168320] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:32.168345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:32.168400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:32.224964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:32.225880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:32.225961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:32.225993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:32.339745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:32.339905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:32.339945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:32.339973] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:32.343281] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=22.21%)
[2025-12-12T20:18:32.343560] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-12T20:18:32.343707] [INFO ] [sig       ] CAF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:32.483543] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CAF.txt
[2025-12-12T20:18:32.483721] [INFO ] [sig       ] [593/3596] Completed CAF in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:32.483762] [INFO ] [sig       ] [594/3596] Forecasting CAG...
[2025-12-12T20:18:32.483790] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-12T20:18:32.483823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-12T20:18:32.495452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-12T20:18:32.495852] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-12T20:18:32.496631] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-12T20:18:32.496682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:32.496714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:32.496740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:32.496795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:32.554247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:32.555092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:32.555178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:32.555210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:32.672877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:32.673036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:32.673077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:32.673107] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:32.676565] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-12T20:18:32.676871] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-12T20:18:32.677002] [INFO ] [sig       ] CAG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:32.829035] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CAG.txt
[2025-12-12T20:18:32.829196] [INFO ] [sig       ] [594/3596] Completed CAG in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:32.829236] [INFO ] [sig       ] [595/3596] Forecasting CAH...
[2025-12-12T20:18:32.829265] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-12T20:18:32.829295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-12T20:18:32.841935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-12T20:18:32.842308] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-12T20:18:32.843086] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-12T20:18:32.843137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:32.843181] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:32.843208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:32.843264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:32.901812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:32.902673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:32.902749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:32.902780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:33.021719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:33.021878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:33.021920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:33.021947] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:33.025327] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-12T20:18:33.025858] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-12T20:18:33.025994] [INFO ] [sig       ] CAH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:33.173384] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CAH.txt
[2025-12-12T20:18:33.173548] [INFO ] [sig       ] [595/3596] Completed CAH in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:33.173612] [INFO ] [sig       ] [596/3596] Forecasting CAKE...
[2025-12-12T20:18:33.173642] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-12T20:18:33.173672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-12T20:18:33.186380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-12T20:18:33.186808] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-12T20:18:33.187642] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-12T20:18:33.187699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:33.187732] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:33.187760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:33.187817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:33.248698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:33.249746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:33.249831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:33.249889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:33.374770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:33.374932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:33.374972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:33.375002] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:33.378539] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-12T20:18:33.378841] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-12T20:18:33.378968] [INFO ] [sig       ] CAKE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:33.527223] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CAKE.txt
[2025-12-12T20:18:33.527369] [INFO ] [sig       ] [596/3596] Completed CAKE in 0.4s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:33.527407] [INFO ] [sig       ] [597/3596] Forecasting CAL...
[2025-12-12T20:18:33.527436] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-12T20:18:33.527467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-12T20:18:33.540806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-12T20:18:33.541104] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-12T20:18:33.541875] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-12T20:18:33.541927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:33.541958] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:33.541984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:33.542039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:33.601018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:33.601659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:33.601733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:33.601764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:33.725397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:33.725759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:33.725801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:33.725829] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:33.729152] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-12T20:18:33.729455] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-12T20:18:33.729610] [INFO ] [sig       ] CAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:33.872035] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CAL.txt
[2025-12-12T20:18:33.872176] [INFO ] [sig       ] [597/3596] Completed CAL in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:33.872215] [INFO ] [sig       ] [598/3596] Forecasting CALC...
[2025-12-12T20:18:33.872243] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-12T20:18:33.872273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-12T20:18:33.883745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-12T20:18:33.884083] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-12T20:18:33.885116] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-12T20:18:33.885170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:33.885202] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:33.885232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:33.885308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:33.945921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:33.946731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:33.946859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:33.946907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:34.067601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:34.067766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:34.067812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:34.067842] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:34.071654] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-12T20:18:34.071936] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-12T20:18:34.072064] [INFO ] [sig       ] CALC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:34.215189] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CALC.txt
[2025-12-12T20:18:34.215348] [INFO ] [sig       ] [598/3596] Completed CALC in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:34.215389] [INFO ] [sig       ] [599/3596] Forecasting CALM...
[2025-12-12T20:18:34.215424] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-12T20:18:34.215454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-12T20:18:34.228961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-12T20:18:34.229340] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-12T20:18:34.230228] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-12T20:18:34.230284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:34.230324] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:34.230358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:34.230428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:34.292021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:34.292907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:34.292995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:34.293028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:34.422133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:34.422288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:34.422334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:34.422368] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:34.426040] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-12-12T20:18:34.426307] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-12T20:18:34.426431] [INFO ] [sig       ] CALM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:34.570406] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CALM.txt
[2025-12-12T20:18:34.570549] [INFO ] [sig       ] [599/3596] Completed CALM in 0.4s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:34.570603] [INFO ] [sig       ] [600/3596] Forecasting CALX...
[2025-12-12T20:18:34.570634] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-12T20:18:34.570663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-12T20:18:34.585831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-12T20:18:34.586418] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-12T20:18:34.587835] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-12T20:18:34.587901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:34.587937] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:34.587965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:34.588024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:34.650684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:34.652195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:34.652318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:34.652366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:34.788803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:34.789038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:34.789085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:34.789115] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:34.793419] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-12T20:18:34.793784] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-12T20:18:34.793931] [INFO ] [sig       ] CALX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:34.941324] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CALX.txt
[2025-12-12T20:18:34.941548] [INFO ] [sig       ] [600/3596] Completed CALX in 0.4s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:34.941610] [INFO ] [sig       ] [601/3596] Forecasting CAPL...
[2025-12-12T20:18:34.941650] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-12T20:18:34.941683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-12T20:18:34.955175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-12T20:18:34.955650] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-12T20:18:34.956557] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-12T20:18:34.956643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:34.956678] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:34.956705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:34.956762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:35.016618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:35.017737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:35.017832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:35.017866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:35.143308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:35.143536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:35.143599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:35.143633] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:35.147788] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-12T20:18:35.148163] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-12T20:18:35.148314] [INFO ] [sig       ] CAPL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:35.299293] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CAPL.txt
[2025-12-12T20:18:35.299552] [INFO ] [sig       ] [601/3596] Completed CAPL in 0.4s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:35.299642] [INFO ] [sig       ] [602/3596] Forecasting CARE...
[2025-12-12T20:18:35.299675] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-12T20:18:35.299707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-12T20:18:35.315093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-12T20:18:35.315490] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-12T20:18:35.316527] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-12T20:18:35.316599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:35.316633] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:35.316665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:35.316737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:35.376969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:35.377832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:35.377910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:35.377942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:35.496963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:35.497121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:35.497160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:35.497207] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:35.501065] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-12T20:18:35.501533] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-12T20:18:35.501679] [INFO ] [sig       ] CARE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:35.643124] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CARE.txt
[2025-12-12T20:18:35.643270] [INFO ] [sig       ] [602/3596] Completed CARE in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:35.643308] [INFO ] [sig       ] [603/3596] Forecasting CARG...
[2025-12-12T20:18:35.643339] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-12T20:18:35.643368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-12T20:18:35.655972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-12T20:18:35.656267] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-12T20:18:35.657082] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-12T20:18:35.657134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:35.657164] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:35.657190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:35.657246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:35.716645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:35.717465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:35.717544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:35.717595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:35.842560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:35.842727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:35.842768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:35.842795] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:35.846076] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-12-12T20:18:35.846347] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-12T20:18:35.846468] [INFO ] [sig       ] CARG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:35.985635] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CARG.txt
[2025-12-12T20:18:35.985812] [INFO ] [sig       ] [603/3596] Completed CARG in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-12T20:18:35.985865] [INFO ] [sig       ] [604/3596] Forecasting CARS...
[2025-12-12T20:18:35.985903] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-12T20:18:35.985943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-12T20:18:35.997946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-12T20:18:35.998240] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-12T20:18:35.999008] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-12T20:18:35.999060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:35.999092] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:35.999118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:35.999173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:36.056973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:36.057678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:36.057759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:36.057806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:36.178888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:36.179047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:36.179088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:36.179119] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:36.182639] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-12T20:18:36.182943] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-12T20:18:36.183075] [INFO ] [sig       ] CARS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:36.326829] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CARS.txt
[2025-12-12T20:18:36.326993] [INFO ] [sig       ] [604/3596] Completed CARS in 0.3s | 2.84 sym/s | Total: 3.5m | ETA: 17.5m
[2025-12-12T20:18:36.327034] [INFO ] [sig       ] [605/3596] Forecasting CASH...
[2025-12-12T20:18:36.327062] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-12T20:18:36.327092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-12T20:18:36.346031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-12T20:18:36.346780] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-12T20:18:36.348174] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-12T20:18:36.348245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:36.348335] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:36.348370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:36.348452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:36.423333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:36.424542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:36.424736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:36.424770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:36.550713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:36.550952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:36.551000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:36.551029] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:36.555086] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=40.79%)
[2025-12-12T20:18:36.555462] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-12T20:18:36.555630] [INFO ] [sig       ] CASH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:36.714066] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CASH.txt
[2025-12-12T20:18:36.714333] [INFO ] [sig       ] [605/3596] Completed CASH in 0.4s | 2.84 sym/s | Total: 3.5m | ETA: 17.5m
[2025-12-12T20:18:36.714387] [INFO ] [sig       ] [606/3596] Forecasting CASS...
[2025-12-12T20:18:36.714418] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-12T20:18:36.714451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-12T20:18:36.728626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-12T20:18:36.729184] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-12T20:18:36.730505] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-12T20:18:36.730777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:36.730812] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:36.730857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:36.730945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:36.793510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:36.794510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:36.794610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:36.794644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:36.916435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:36.916625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:36.916667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:36.916696] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:36.920111] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2025-12-12T20:18:36.920406] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-12T20:18:36.920536] [INFO ] [sig       ] CASS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:37.066463] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CASS.txt
[2025-12-12T20:18:37.066662] [INFO ] [sig       ] [606/3596] Completed CASS in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:37.066722] [INFO ] [sig       ] [607/3596] Forecasting CASY...
[2025-12-12T20:18:37.066756] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-12T20:18:37.066787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-12T20:18:37.082460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-12T20:18:37.082940] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-12T20:18:37.083873] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-12T20:18:37.083930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:37.083964] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:37.083991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:37.084049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:37.165365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:37.166646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:37.166765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:37.166817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:37.335288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:37.335489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:37.335555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:37.335639] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:37.340086] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-12T20:18:37.340512] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-12T20:18:37.340702] [INFO ] [sig       ] CASY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:37.513688] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CASY.txt
[2025-12-12T20:18:37.513870] [INFO ] [sig       ] [607/3596] Completed CASY in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:37.513913] [INFO ] [sig       ] [608/3596] Forecasting CATH...
[2025-12-12T20:18:37.513944] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-12T20:18:37.513976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-12T20:18:37.531288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-12T20:18:37.531864] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-12T20:18:37.533131] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-12T20:18:37.533203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:37.533255] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:37.533302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:37.533395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:37.614087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:37.615334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:37.615465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:37.615515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:37.781469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:37.781696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:37.781763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:37.783007] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:37.788192] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-12T20:18:37.788682] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-12T20:18:37.788881] [INFO ] [sig       ] CATH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:38.005699] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CATH.txt
[2025-12-12T20:18:38.005922] [INFO ] [sig       ] [608/3596] Completed CATH in 0.5s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:38.005978] [INFO ] [sig       ] [609/3596] Forecasting CATO...
[2025-12-12T20:18:38.006021] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-12T20:18:38.006067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-12T20:18:38.022436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-12T20:18:38.022960] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-12T20:18:38.024141] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-12T20:18:38.024212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:38.024254] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:38.024292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:38.024374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:38.104992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:38.106171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:38.106293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:38.106343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:38.277097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:38.277284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:38.277344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:38.277393] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:38.282190] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-12T20:18:38.282657] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-12T20:18:38.282840] [INFO ] [sig       ] CATO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:38.488863] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CATO.txt
[2025-12-12T20:18:38.489022] [INFO ] [sig       ] [609/3596] Completed CATO in 0.5s | 2.84 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-12T20:18:38.489064] [INFO ] [sig       ] [610/3596] Forecasting CATY...
[2025-12-12T20:18:38.489095] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-12T20:18:38.489135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-12T20:18:38.503249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-12T20:18:38.503860] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-12T20:18:38.505362] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-12T20:18:38.505625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:38.505665] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:38.505694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:38.505796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:38.564859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:38.565813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:38.565900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:38.565933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:38.690342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:38.690510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:38.690554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:38.690606] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:38.694031] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=33.16%)
[2025-12-12T20:18:38.694338] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-12T20:18:38.694470] [INFO ] [sig       ] CATY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:38.841906] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CATY.txt
[2025-12-12T20:18:38.842103] [INFO ] [sig       ] [610/3596] Completed CATY in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:38.842148] [INFO ] [sig       ] [611/3596] Forecasting CAVA...
[2025-12-12T20:18:38.842177] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-12T20:18:38.842209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-12T20:18:38.855397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-12T20:18:38.855837] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-12T20:18:38.856758] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-12T20:18:38.856829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:38.856875] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:38.856905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:38.856962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:38.922883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:38.923784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:38.923870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:38.923904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:39.060135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:39.060320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:39.060363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:39.060392] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:39.064070] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-12T20:18:39.064399] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-12T20:18:39.064588] [INFO ] [sig       ] CAVA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:39.218418] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CAVA.txt
[2025-12-12T20:18:39.218593] [INFO ] [sig       ] [611/3596] Completed CAVA in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:39.218635] [INFO ] [sig       ] [612/3596] Forecasting CB...
[2025-12-12T20:18:39.218665] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-12T20:18:39.218710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-12T20:18:39.229918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-12T20:18:39.230199] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-12T20:18:39.230975] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-12T20:18:39.231026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:39.231059] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:39.231086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:39.231142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:39.290945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:39.291807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:39.291884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:39.291917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:39.412451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:39.412631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:39.412672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:39.412700] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:39.416379] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-12-12T20:18:39.416664] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-12T20:18:39.416786] [INFO ] [sig       ] CB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:39.557923] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CB.txt
[2025-12-12T20:18:39.558086] [INFO ] [sig       ] [612/3596] Completed CB in 0.3s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:39.558133] [INFO ] [sig       ] [613/3596] Forecasting CBAN...
[2025-12-12T20:18:39.558172] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-12T20:18:39.558215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-12T20:18:39.571115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-12T20:18:39.571534] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-12T20:18:39.572543] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-12T20:18:39.572632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:39.572664] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:39.572689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:39.572744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:39.634659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:39.635769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:39.636047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:39.636078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:39.759624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:39.759782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:39.759821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:39.759848] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:39.763396] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-12T20:18:39.763905] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-12T20:18:39.764036] [INFO ] [sig       ] CBAN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:39.912530] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CBAN.txt
[2025-12-12T20:18:39.912716] [INFO ] [sig       ] [613/3596] Completed CBAN in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:39.912755] [INFO ] [sig       ] [614/3596] Forecasting CBL...
[2025-12-12T20:18:39.912783] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-12T20:18:39.912814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-12T20:18:39.924888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-12T20:18:39.925260] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-12T20:18:39.926040] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-12T20:18:39.926091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:39.926121] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:39.926146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:39.926201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:39.987356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:39.988208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:39.988285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:39.988317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:40.114084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:40.114246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:40.114285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:40.114312] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:40.118227] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-12T20:18:40.118539] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-12T20:18:40.118882] [INFO ] [sig       ] CBL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:40.268200] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CBL.txt
[2025-12-12T20:18:40.268357] [INFO ] [sig       ] [614/3596] Completed CBL in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:40.268396] [INFO ] [sig       ] [615/3596] Forecasting CBNK...
[2025-12-12T20:18:40.268425] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-12T20:18:40.268457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-12T20:18:40.283079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-12T20:18:40.283559] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-12T20:18:40.284546] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-12T20:18:40.284629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:40.284673] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:40.284714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:40.284783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:40.349475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:40.350610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:40.350752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:40.350789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:40.478554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:40.478875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:40.478943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:40.478977] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:40.483368] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-12-12T20:18:40.483920] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-12T20:18:40.484080] [INFO ] [sig       ] CBNK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:40.628523] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CBNK.txt
[2025-12-12T20:18:40.628767] [INFO ] [sig       ] [615/3596] Completed CBNK in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:40.628811] [INFO ] [sig       ] [616/3596] Forecasting CBRE...
[2025-12-12T20:18:40.628841] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-12T20:18:40.628875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-12T20:18:40.643405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-12T20:18:40.643926] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-12T20:18:40.645142] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-12T20:18:40.645197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:40.645230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:40.645256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:40.645313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:40.705846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:40.706993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:40.707091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:40.707124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:40.831818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:40.832042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:40.832087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:40.832116] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:40.836752] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2025-12-12T20:18:40.837188] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-12T20:18:40.837363] [INFO ] [sig       ] CBRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:40.989614] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CBRE.txt
[2025-12-12T20:18:40.989844] [INFO ] [sig       ] [616/3596] Completed CBRE in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:40.989889] [INFO ] [sig       ] [617/3596] Forecasting CBRL...
[2025-12-12T20:18:40.989918] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-12T20:18:40.989957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-12T20:18:41.004219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-12T20:18:41.004827] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-12T20:18:41.005877] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-12T20:18:41.005934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:41.005969] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:41.005996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:41.006055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:41.066537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:41.067599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:41.067888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:41.067923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:41.199194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:41.199420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:41.199466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:41.199496] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:41.204379] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-12T20:18:41.204720] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-12T20:18:41.205055] [INFO ] [sig       ] CBRL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:41.358071] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CBRL.txt
[2025-12-12T20:18:41.358286] [INFO ] [sig       ] [617/3596] Completed CBRL in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:41.358330] [INFO ] [sig       ] [618/3596] Forecasting CBSH...
[2025-12-12T20:18:41.358360] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-12T20:18:41.358394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-12T20:18:41.372779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-12T20:18:41.373260] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-12T20:18:41.374248] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-12T20:18:41.374305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:41.374340] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:41.374367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:41.374427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:41.434094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:41.435197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:41.435293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:41.435328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:41.557426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:41.557676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:41.557725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:41.557757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:41.562356] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-12T20:18:41.562700] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-12T20:18:41.563027] [INFO ] [sig       ] CBSH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:41.712587] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CBSH.txt
[2025-12-12T20:18:41.712797] [INFO ] [sig       ] [618/3596] Completed CBSH in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:41.712837] [INFO ] [sig       ] [619/3596] Forecasting CBUS...
[2025-12-12T20:18:41.712865] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-12T20:18:41.712897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-12T20:18:41.725414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-12T20:18:41.725787] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-12T20:18:41.726612] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-12T20:18:41.726678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:41.726714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:41.726743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:41.726807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:41.788473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:41.789645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:41.789751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:41.789800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:41.921485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:41.921665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:41.921706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:41.921737] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:41.925137] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-12T20:18:41.925427] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-12T20:18:41.925560] [INFO ] [sig       ] CBUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:42.074520] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CBUS.txt
[2025-12-12T20:18:42.074701] [INFO ] [sig       ] [619/3596] Completed CBUS in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:42.074740] [INFO ] [sig       ] [620/3596] Forecasting CBZ...
[2025-12-12T20:18:42.074769] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-12T20:18:42.074802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-12T20:18:42.086758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-12T20:18:42.087141] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-12T20:18:42.089316] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-12T20:18:42.089537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:42.089638] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:42.089681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:42.089770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:42.163843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:42.165070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:42.165181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:42.165215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:42.298205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:42.298469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:42.298533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:42.298601] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:42.304229] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-12T20:18:42.304675] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-12T20:18:42.304865] [INFO ] [sig       ] CBZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:42.464756] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CBZ.txt
[2025-12-12T20:18:42.464974] [INFO ] [sig       ] [620/3596] Completed CBZ in 0.4s | 2.84 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-12T20:18:42.465017] [INFO ] [sig       ] [621/3596] Forecasting CC...
[2025-12-12T20:18:42.465087] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-12T20:18:42.465124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-12T20:18:42.479304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-12T20:18:42.479931] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-12T20:18:42.481031] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-12T20:18:42.481088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:42.481124] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:42.481151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:42.481210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:42.541977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:42.543208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:42.543319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:42.543351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:42.671807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:42.672091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:42.672137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:42.672166] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:42.677163] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-12-12T20:18:42.677752] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-12T20:18:42.677965] [INFO ] [sig       ] CC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:42.828976] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CC.txt
[2025-12-12T20:18:42.829201] [INFO ] [sig       ] [621/3596] Completed CC in 0.4s | 2.84 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:42.829248] [INFO ] [sig       ] [622/3596] Forecasting CCAP...
[2025-12-12T20:18:42.829280] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-12T20:18:42.829323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-12T20:18:42.843134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-12T20:18:42.843791] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-12T20:18:42.844798] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-12T20:18:42.844856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:42.844927] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:42.844956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:42.845017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:42.907752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:42.909012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:42.909112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:42.909146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:43.038370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:43.038651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:43.038706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:43.038743] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:43.043050] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-12T20:18:43.043441] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-12T20:18:43.043629] [INFO ] [sig       ] CCAP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:43.187117] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCAP.txt
[2025-12-12T20:18:43.187396] [INFO ] [sig       ] [622/3596] Completed CCAP in 0.4s | 2.84 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:43.187456] [INFO ] [sig       ] [623/3596] Forecasting CCB...
[2025-12-12T20:18:43.187487] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-12T20:18:43.187523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-12T20:18:43.201285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-12T20:18:43.201836] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-12T20:18:43.202849] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-12T20:18:43.202903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:43.202935] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:43.202961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:43.203019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:43.263784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:43.265054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:43.265153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:43.265188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:43.398914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:43.399102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:43.399160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:43.399203] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:43.403978] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-12T20:18:43.404352] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-12T20:18:43.404530] [INFO ] [sig       ] CCB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:43.575944] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCB.txt
[2025-12-12T20:18:43.576161] [INFO ] [sig       ] [623/3596] Completed CCB in 0.4s | 2.83 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:43.576215] [INFO ] [sig       ] [624/3596] Forecasting CCBG...
[2025-12-12T20:18:43.576258] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-12T20:18:43.576303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-12T20:18:43.592214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-12T20:18:43.592705] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-12T20:18:43.593841] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-12T20:18:43.593907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:43.593954] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:43.593999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:43.594088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:43.658085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:43.659416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:43.659543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:43.659624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:43.787110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:43.787380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:43.787436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:43.787468] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:43.793142] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2025-12-12T20:18:43.793764] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-12T20:18:43.794001] [INFO ] [sig       ] CCBG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:43.949866] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCBG.txt
[2025-12-12T20:18:43.950076] [INFO ] [sig       ] [624/3596] Completed CCBG in 0.4s | 2.83 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:43.950116] [INFO ] [sig       ] [625/3596] Forecasting CCCC...
[2025-12-12T20:18:43.950145] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-12T20:18:43.950179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-12T20:18:43.964706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-12T20:18:43.965161] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-12T20:18:43.966156] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-12T20:18:43.966210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:43.966242] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:43.966269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:43.966326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:44.025592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:44.026527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:44.026633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:44.026667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:44.154495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:44.154688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:44.154738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:44.154801] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:44.158794] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-12T20:18:44.159193] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-12T20:18:44.159361] [INFO ] [sig       ] CCCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:44.314640] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCCC.txt
[2025-12-12T20:18:44.314809] [INFO ] [sig       ] [625/3596] Completed CCCC in 0.4s | 2.83 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:44.314848] [INFO ] [sig       ] [626/3596] Forecasting CCD...
[2025-12-12T20:18:44.314876] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-12T20:18:44.314907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-12T20:18:44.329352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-12T20:18:44.329999] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-12T20:18:44.330999] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-12T20:18:44.331058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:44.331093] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:44.331125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:44.331192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:44.393201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:44.394708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:44.395063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:44.395107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:44.524637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:44.524871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:44.524946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:44.524978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:44.529247] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-12T20:18:44.529680] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-12T20:18:44.529860] [INFO ] [sig       ] CCD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:44.674246] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCD.txt
[2025-12-12T20:18:44.674452] [INFO ] [sig       ] [626/3596] Completed CCD in 0.4s | 2.83 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:44.674494] [INFO ] [sig       ] [627/3596] Forecasting CCEP...
[2025-12-12T20:18:44.674525] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-12T20:18:44.674557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-12T20:18:44.687730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-12T20:18:44.688201] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-12T20:18:44.689030] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-12T20:18:44.689082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:44.689112] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:44.689137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:44.689192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:44.747726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:44.748652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:44.748737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:44.748768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:44.873469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:44.873656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:44.873705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:44.873740] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:44.877068] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-12-12T20:18:44.877345] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-12T20:18:44.877467] [INFO ] [sig       ] CCEP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:45.017547] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCEP.txt
[2025-12-12T20:18:45.017729] [INFO ] [sig       ] [627/3596] Completed CCEP in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:45.017767] [INFO ] [sig       ] [628/3596] Forecasting CCI...
[2025-12-12T20:18:45.017795] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-12T20:18:45.017826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-12T20:18:45.029970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-12T20:18:45.030333] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-12T20:18:45.031125] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-12T20:18:45.031177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:45.031208] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:45.031233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:45.031289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:45.089126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:45.089976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:45.090090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:45.090134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:45.209532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:45.209709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:45.209748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:45.209775] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:45.213119] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-12-12T20:18:45.213384] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-12T20:18:45.213501] [INFO ] [sig       ] CCI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:45.355780] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCI.txt
[2025-12-12T20:18:45.355922] [INFO ] [sig       ] [628/3596] Completed CCI in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-12T20:18:45.355959] [INFO ] [sig       ] [629/3596] Forecasting CCIF...
[2025-12-12T20:18:45.355988] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-12T20:18:45.356019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-12T20:18:45.367565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-12T20:18:45.368044] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-12T20:18:45.368843] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-12T20:18:45.368894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:45.368925] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:45.368951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:45.369007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:45.426561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:45.427412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:45.427493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:45.427524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:45.545048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:45.545200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:45.545239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:45.545267] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:45.548560] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=54.77%)
[2025-12-12T20:18:45.548850] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-12T20:18:45.548969] [INFO ] [sig       ] CCIF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:45.686991] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCIF.txt
[2025-12-12T20:18:45.687151] [INFO ] [sig       ] [629/3596] Completed CCIF in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:45.687193] [INFO ] [sig       ] [630/3596] Forecasting CCJ...
[2025-12-12T20:18:45.687224] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-12T20:18:45.687256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-12T20:18:45.700186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-12T20:18:45.700609] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-12T20:18:45.701399] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-12T20:18:45.701449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:45.701493] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:45.701520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:45.701602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:45.762467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:45.763355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:45.763437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:45.763471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:45.884495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:45.884670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:45.884710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:45.884739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:45.888061] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-12T20:18:45.888342] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-12T20:18:45.888465] [INFO ] [sig       ] CCJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:46.029112] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCJ.txt
[2025-12-12T20:18:46.029268] [INFO ] [sig       ] [630/3596] Completed CCJ in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:46.029306] [INFO ] [sig       ] [631/3596] Forecasting CCK...
[2025-12-12T20:18:46.029335] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-12T20:18:46.029365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-12T20:18:46.040557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-12T20:18:46.040926] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-12T20:18:46.041709] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-12T20:18:46.041760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:46.041790] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:46.041816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:46.041871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:46.100975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:46.101871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:46.101955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:46.101988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:46.222615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:46.222772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:46.222811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:46.222838] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:46.226178] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-12T20:18:46.226479] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-12T20:18:46.226631] [INFO ] [sig       ] CCK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:46.366174] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCK.txt
[2025-12-12T20:18:46.366328] [INFO ] [sig       ] [631/3596] Completed CCK in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:46.366366] [INFO ] [sig       ] [632/3596] Forecasting CCL...
[2025-12-12T20:18:46.366397] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-12T20:18:46.366427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-12T20:18:46.377967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-12T20:18:46.378335] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-12T20:18:46.379188] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-12T20:18:46.379241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:46.379272] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:46.379300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:46.379356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:46.436101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:46.436970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:46.437089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:46.437122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:46.563401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:46.563555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:46.563616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:46.563646] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:46.566963] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-12T20:18:46.567234] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-12T20:18:46.567355] [INFO ] [sig       ] CCL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:46.702712] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCL.txt
[2025-12-12T20:18:46.702851] [INFO ] [sig       ] [632/3596] Completed CCL in 0.3s | 2.84 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:46.702888] [INFO ] [sig       ] [633/3596] Forecasting CCLD...
[2025-12-12T20:18:46.702918] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-12T20:18:46.702949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-12T20:18:46.714195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-12T20:18:46.714534] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-12T20:18:46.715298] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-12T20:18:46.715349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:46.715380] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:46.715406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:46.715461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:46.771432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:46.772263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:46.772344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:46.772376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:46.891696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:46.891851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:46.891890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:46.891918] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:46.895191] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-12T20:18:46.895459] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-12T20:18:46.895605] [INFO ] [sig       ] CCLD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:47.031633] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCLD.txt
[2025-12-12T20:18:47.031795] [INFO ] [sig       ] [633/3596] Completed CCLD in 0.3s | 2.84 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:47.031834] [INFO ] [sig       ] [634/3596] Forecasting CCNE...
[2025-12-12T20:18:47.031863] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-12T20:18:47.031898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-12T20:18:47.043016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-12T20:18:47.043308] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-12T20:18:47.044068] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-12T20:18:47.044119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:47.044149] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:47.044175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:47.044236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:47.100556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:47.101279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:47.101356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:47.101388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:47.220334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:47.220483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:47.220521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:47.220549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:47.223822] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-12-12T20:18:47.224087] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-12T20:18:47.224204] [INFO ] [sig       ] CCNE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:47.363000] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCNE.txt
[2025-12-12T20:18:47.363121] [INFO ] [sig       ] [634/3596] Completed CCNE in 0.3s | 2.84 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:47.363158] [INFO ] [sig       ] [635/3596] Forecasting CCO...
[2025-12-12T20:18:47.363186] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-12T20:18:47.363217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-12T20:18:47.374586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-12T20:18:47.374856] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-12T20:18:47.375629] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-12T20:18:47.375681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:47.375711] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:47.375737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:47.375793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:47.433471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:47.434272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:47.434349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:47.434381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:47.554219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:47.554360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:47.554398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:47.554427] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:47.557714] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=55.77%)
[2025-12-12T20:18:47.557981] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-12T20:18:47.558102] [INFO ] [sig       ] CCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:47.694845] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCO.txt
[2025-12-12T20:18:47.694994] [INFO ] [sig       ] [635/3596] Completed CCO in 0.3s | 2.84 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:47.695033] [INFO ] [sig       ] [636/3596] Forecasting CCOI...
[2025-12-12T20:18:47.695062] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-12T20:18:47.695092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-12T20:18:47.706120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-12T20:18:47.706381] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-12T20:18:47.707146] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-12T20:18:47.707197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:47.707228] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:47.707254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:47.707310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:47.764273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:47.764911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:47.764984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:47.765016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:47.879680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:47.879837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:47.879874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:47.879902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:47.883233] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-12T20:18:47.883501] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-12T20:18:47.883641] [INFO ] [sig       ] CCOI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:48.020214] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCOI.txt
[2025-12-12T20:18:48.020342] [INFO ] [sig       ] [636/3596] Completed CCOI in 0.3s | 2.84 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:48.020379] [INFO ] [sig       ] [637/3596] Forecasting CCRN...
[2025-12-12T20:18:48.020407] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-12T20:18:48.020437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-12T20:18:48.031620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-12T20:18:48.031910] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-12T20:18:48.032867] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-12T20:18:48.032928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:48.032970] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:48.033007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:48.033082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:48.090100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:48.090717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:48.090792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:48.090824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:48.215723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:48.215918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:48.215962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:48.215992] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:48.219359] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-12T20:18:48.219671] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-12T20:18:48.219789] [INFO ] [sig       ] CCRN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:48.371853] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CCRN.txt
[2025-12-12T20:18:48.372002] [INFO ] [sig       ] [637/3596] Completed CCRN in 0.4s | 2.84 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:48.372039] [INFO ] [sig       ] [638/3596] Forecasting CCS...
[2025-12-12T20:18:48.372068] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-12T20:18:48.372097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-12T20:18:48.382834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-12T20:18:48.383130] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-12T20:18:48.383915] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-12T20:18:48.383966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:48.383997] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:48.384024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:48.384079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:48.440131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:48.440859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:48.440936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:48.440967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:48.558284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:48.558429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:48.558468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:48.558498] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:48.561943] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-12T20:18:48.562211] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-12T20:18:48.562329] [INFO ] [sig       ] CCS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:48.700660] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCS.txt
[2025-12-12T20:18:48.700793] [INFO ] [sig       ] [638/3596] Completed CCS in 0.3s | 2.84 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-12T20:18:48.700829] [INFO ] [sig       ] [639/3596] Forecasting CCSI...
[2025-12-12T20:18:48.700858] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-12T20:18:48.700889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-12T20:18:48.711548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-12T20:18:48.711885] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-12T20:18:48.712660] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-12T20:18:48.712715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:48.712770] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:48.712798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:48.712854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:48.769289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:48.770158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:48.770237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:48.770268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:48.887625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:48.887794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:48.887842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:48.887883] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:48.892509] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-12T20:18:48.892939] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-12T20:18:48.893113] [INFO ] [sig       ] CCSI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:49.051388] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CCSI.txt
[2025-12-12T20:18:49.051552] [INFO ] [sig       ] [639/3596] Completed CCSI in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-12T20:18:49.051622] [INFO ] [sig       ] [640/3596] Forecasting CDC...
[2025-12-12T20:18:49.051654] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-12T20:18:49.051691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-12T20:18:49.062743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-12T20:18:49.063108] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-12T20:18:49.063915] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-12T20:18:49.063967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:49.063999] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:49.064026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:49.064081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:49.123468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:49.124371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:49.124455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:49.124489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:49.246765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:49.246931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:49.246972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:49.247003] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:49.250471] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-12T20:18:49.250783] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-12T20:18:49.250908] [INFO ] [sig       ] CDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:49.395936] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CDC.txt
[2025-12-12T20:18:49.396103] [INFO ] [sig       ] [640/3596] Completed CDC in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-12T20:18:49.396143] [INFO ] [sig       ] [641/3596] Forecasting CDE...
[2025-12-12T20:18:49.396174] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-12T20:18:49.396205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-12T20:18:49.409309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-12T20:18:49.409745] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-12T20:18:49.410741] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-12T20:18:49.410810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:49.410860] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:49.410890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:49.410946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:49.472854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:49.473715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:49.473801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:49.473835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:49.606764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:49.606921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:49.606960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:49.606987] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:49.610422] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2025-12-12T20:18:49.610717] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-12T20:18:49.610841] [INFO ] [sig       ] CDE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:49.750597] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CDE.txt
[2025-12-12T20:18:49.750740] [INFO ] [sig       ] [641/3596] Completed CDE in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-12T20:18:49.750780] [INFO ] [sig       ] [642/3596] Forecasting CDIO...
[2025-12-12T20:18:49.750811] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-12T20:18:49.750840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-12T20:18:49.762083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-12T20:18:49.762378] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-12T20:18:49.763144] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-12T20:18:49.763194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:49.763225] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:49.763250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:49.763305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:49.822919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:49.823559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:49.823667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:49.823700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:49.946405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:49.946508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:49.946544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:49.946614] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:49.949770] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=62.40%)
[2025-12-12T20:18:49.950039] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-12T20:18:49.950162] [INFO ] [sig       ] CDIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:50.090199] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CDIO.txt
[2025-12-12T20:18:50.090327] [INFO ] [sig       ] [642/3596] Completed CDIO in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-12T20:18:50.090367] [INFO ] [sig       ] [643/3596] Forecasting CDL...
[2025-12-12T20:18:50.090398] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-12T20:18:50.090430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-12T20:18:50.101366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-12T20:18:50.101728] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-12T20:18:50.102521] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-12T20:18:50.102608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:50.102649] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:50.102677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:50.102734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:50.159992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:50.160664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:50.160740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:50.160771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:50.266303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:50.266448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:50.266488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:50.266515] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:50.269832] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-12T20:18:50.270102] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-12T20:18:50.270220] [INFO ] [sig       ] CDL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:50.406725] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CDL.txt
[2025-12-12T20:18:50.406861] [INFO ] [sig       ] [643/3596] Completed CDL in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:50.406899] [INFO ] [sig       ] [644/3596] Forecasting CDNA...
[2025-12-12T20:18:50.406927] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-12T20:18:50.406957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-12T20:18:50.418194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-12T20:18:50.418489] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-12T20:18:50.419267] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-12T20:18:50.419318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:50.419349] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:50.419374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:50.419430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:50.475688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:50.476291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:50.476365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:50.476396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:50.594915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:50.595062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:50.595100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:50.595128] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:50.598484] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=22.01%)
[2025-12-12T20:18:50.598768] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-12T20:18:50.598889] [INFO ] [sig       ] CDNA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:50.736246] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CDNA.txt
[2025-12-12T20:18:50.736369] [INFO ] [sig       ] [644/3596] Completed CDNA in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:50.736406] [INFO ] [sig       ] [645/3596] Forecasting CDNS...
[2025-12-12T20:18:50.736436] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-12T20:18:50.736466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-12T20:18:50.747661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-12T20:18:50.747977] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-12T20:18:50.748747] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-12T20:18:50.748797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:50.748828] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:50.748854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:50.748908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:50.804972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:50.805624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:50.805703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:50.805741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:50.926591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:50.926754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:50.926798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:50.926827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:50.930370] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-12T20:18:50.930659] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-12T20:18:50.930780] [INFO ] [sig       ] CDNS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:51.067630] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CDNS.txt
[2025-12-12T20:18:51.067769] [INFO ] [sig       ] [645/3596] Completed CDNS in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:51.067806] [INFO ] [sig       ] [646/3596] Forecasting CDP...
[2025-12-12T20:18:51.067834] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-12T20:18:51.067864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-12T20:18:51.078673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-12T20:18:51.078982] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-12T20:18:51.079804] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-12T20:18:51.079857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:51.079889] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:51.079914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:51.079970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:51.135493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:51.136123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:51.136199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:51.136230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:51.252270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:51.252414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:51.252454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:51.252482] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:51.255760] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-12T20:18:51.256027] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-12T20:18:51.256147] [INFO ] [sig       ] CDP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:51.391017] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CDP.txt
[2025-12-12T20:18:51.391151] [INFO ] [sig       ] [646/3596] Completed CDP in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:51.391194] [INFO ] [sig       ] [647/3596] Forecasting CDRE...
[2025-12-12T20:18:51.391224] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-12T20:18:51.391254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-12T20:18:51.402087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-12T20:18:51.402381] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-12T20:18:51.403150] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-12T20:18:51.403200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:51.403230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:51.403256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:51.403310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:51.459500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:51.460194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:51.460272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:51.460303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:51.580031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:51.580184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:51.580223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:51.580251] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:51.583533] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-12-12T20:18:51.583822] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-12T20:18:51.583942] [INFO ] [sig       ] CDRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:51.725033] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CDRE.txt
[2025-12-12T20:18:51.725197] [INFO ] [sig       ] [647/3596] Completed CDRE in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:51.725236] [INFO ] [sig       ] [648/3596] Forecasting CDRO...
[2025-12-12T20:18:51.725265] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-12T20:18:51.725295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-12T20:18:51.737103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-12T20:18:51.737448] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-12T20:18:51.738504] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-12T20:18:51.738557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:51.738606] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:51.738635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:51.738698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:51.801955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:51.802677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:51.802768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:51.802818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:51.923718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:51.923865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:51.923907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:51.923936] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:51.927623] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-12T20:18:51.927936] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-12T20:18:51.928062] [INFO ] [sig       ] CDRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:52.075419] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CDRO.txt
[2025-12-12T20:18:52.075596] [INFO ] [sig       ] [648/3596] Completed CDRO in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:52.075645] [INFO ] [sig       ] [649/3596] Forecasting CDTX...
[2025-12-12T20:18:52.075685] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-12T20:18:52.075727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-12T20:18:52.087970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-12T20:18:52.088343] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-12T20:18:52.089163] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-12T20:18:52.089217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:52.089249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:52.089285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:52.089366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:52.151652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:52.152380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:52.152493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:52.152527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:52.282967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:52.283119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:52.283160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:52.283188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:52.286553] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-12T20:18:52.286867] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-12T20:18:52.286995] [INFO ] [sig       ] CDTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:52.437120] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CDTX.txt
[2025-12-12T20:18:52.437299] [INFO ] [sig       ] [649/3596] Completed CDTX in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:52.437354] [INFO ] [sig       ] [650/3596] Forecasting CDXS...
[2025-12-12T20:18:52.437386] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-12T20:18:52.437416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-12T20:18:52.449100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-12T20:18:52.449409] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-12T20:18:52.450259] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-12T20:18:52.450313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:52.450346] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:52.450374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:52.450440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:52.512744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:52.513509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:52.513607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:52.513643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:52.647779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:52.647979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:52.648046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:52.648079] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:52.652132] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-12T20:18:52.652427] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-12T20:18:52.652570] [INFO ] [sig       ] CDXS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:52.803791] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CDXS.txt
[2025-12-12T20:18:52.803981] [INFO ] [sig       ] [650/3596] Completed CDXS in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:52.804030] [INFO ] [sig       ] [651/3596] Forecasting CDZI...
[2025-12-12T20:18:52.804061] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-12T20:18:52.804093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-12T20:18:52.816832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-12T20:18:52.817200] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-12T20:18:52.818154] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-12T20:18:52.818215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:52.818250] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:52.818277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:52.818332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:52.881147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:52.882204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:52.882288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:52.882509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:53.014822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:53.014978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:53.015019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:53.015050] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:53.018790] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-12T20:18:53.019104] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-12T20:18:53.019237] [INFO ] [sig       ] CDZI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:53.171687] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CDZI.txt
[2025-12-12T20:18:53.171836] [INFO ] [sig       ] [651/3596] Completed CDZI in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:53.171894] [INFO ] [sig       ] [652/3596] Forecasting CE...
[2025-12-12T20:18:53.171934] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-12T20:18:53.171967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-12T20:18:53.184206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-12T20:18:53.184506] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-12T20:18:53.185406] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-12T20:18:53.185461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:53.185494] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:53.185519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:53.185600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:53.247287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:53.248048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:53.248126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:53.248160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:53.379929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:53.380085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:53.380125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:53.380152] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:53.383533] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2025-12-12T20:18:53.383834] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-12T20:18:53.383960] [INFO ] [sig       ] CE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:53.524879] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CE.txt
[2025-12-12T20:18:53.525062] [INFO ] [sig       ] [652/3596] Completed CE in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:53.525103] [INFO ] [sig       ] [653/3596] Forecasting CECO...
[2025-12-12T20:18:53.525132] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-12T20:18:53.525162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-12T20:18:53.536270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-12T20:18:53.536614] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-12T20:18:53.537401] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-12T20:18:53.537452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:53.537483] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:53.537508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:53.537563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:53.594245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:53.594974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:53.595052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:53.595084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:53.710541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:53.710713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:53.710754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:53.710790] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:53.714253] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-12T20:18:53.714530] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-12T20:18:53.714672] [INFO ] [sig       ] CECO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:53.851670] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CECO.txt
[2025-12-12T20:18:53.851820] [INFO ] [sig       ] [653/3596] Completed CECO in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:53.851866] [INFO ] [sig       ] [654/3596] Forecasting CEG...
[2025-12-12T20:18:53.851902] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-12T20:18:53.851939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-12T20:18:53.863120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-12T20:18:53.863421] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-12T20:18:53.864196] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-12T20:18:53.864246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:53.864287] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:53.864314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:53.864370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:53.921963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:53.922924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:53.923008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:53.923041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:54.047399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:54.047557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:54.047618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:54.047647] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:54.051102] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=65.44%)
[2025-12-12T20:18:54.051379] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-12T20:18:54.051501] [INFO ] [sig       ] CEG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:54.244469] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CEG.txt
[2025-12-12T20:18:54.244658] [INFO ] [sig       ] [654/3596] Completed CEG in 0.4s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:54.244701] [INFO ] [sig       ] [655/3596] Forecasting CELC...
[2025-12-12T20:18:54.244730] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-12T20:18:54.244761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-12T20:18:54.256495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-12T20:18:54.256813] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-12T20:18:54.257626] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-12T20:18:54.257677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:54.257710] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:54.257737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:54.257793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:54.316023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:54.316774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:54.316854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:54.316886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:54.434905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:54.435063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:54.435103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:54.435132] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:54.438497] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-12T20:18:54.438786] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-12T20:18:54.438909] [INFO ] [sig       ] CELC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:54.581859] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CELC.txt
[2025-12-12T20:18:54.582015] [INFO ] [sig       ] [655/3596] Completed CELC in 0.3s | 2.84 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-12T20:18:54.582054] [INFO ] [sig       ] [656/3596] Forecasting CELH...
[2025-12-12T20:18:54.582082] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-12T20:18:54.582112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-12T20:18:54.593654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-12T20:18:54.593984] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-12T20:18:54.594779] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-12T20:18:54.594837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:54.594905] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:54.594941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:54.595003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:54.654124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:54.655153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:54.655253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:54.655294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:54.773085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:54.773238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:54.773277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:54.773304] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:54.776652] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-12-12T20:18:54.776928] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-12T20:18:54.777051] [INFO ] [sig       ] CELH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:54.919176] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CELH.txt
[2025-12-12T20:18:54.919332] [INFO ] [sig       ] [656/3596] Completed CELH in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.3m
[2025-12-12T20:18:54.919372] [INFO ] [sig       ] [657/3596] Forecasting CELZ...
[2025-12-12T20:18:54.919403] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-12T20:18:54.919433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-12T20:18:54.931133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-12T20:18:54.931462] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-12T20:18:54.932260] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-12T20:18:54.932313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:54.932345] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:54.932373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:54.932434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:54.991101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:54.991945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:54.992024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:54.992057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:55.110961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:55.111150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:55.111203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:55.111234] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:55.114824] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-12T20:18:55.115130] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-12T20:18:55.115278] [INFO ] [sig       ] CELZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:55.255597] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CELZ.txt
[2025-12-12T20:18:55.255748] [INFO ] [sig       ] [657/3596] Completed CELZ in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.3m
[2025-12-12T20:18:55.255793] [INFO ] [sig       ] [658/3596] Forecasting CENTA...
[2025-12-12T20:18:55.255836] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-12T20:18:55.255875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-12T20:18:55.267596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-12T20:18:55.267881] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-12T20:18:55.268654] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-12T20:18:55.268705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:55.268737] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:55.268764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:55.268820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:55.328151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:55.328883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:55.328974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:55.329007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:55.448120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:55.448274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:55.448313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:55.448341] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:55.451708] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-12-12T20:18:55.451989] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-12T20:18:55.452113] [INFO ] [sig       ] CENTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:55.590232] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CENTA.txt
[2025-12-12T20:18:55.590366] [INFO ] [sig       ] [658/3596] Completed CENTA in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.3m
[2025-12-12T20:18:55.590404] [INFO ] [sig       ] [659/3596] Forecasting CENX...
[2025-12-12T20:18:55.590433] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-12T20:18:55.590465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-12T20:18:55.601962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-12T20:18:55.602229] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-12T20:18:55.603017] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-12T20:18:55.603257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:55.603288] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:55.603315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:55.603370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:55.660913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:55.661552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:55.661646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:55.661681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:55.786958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:55.787112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:55.787154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:55.787215] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:55.790683] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2025-12-12T20:18:55.790997] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-12T20:18:55.791120] [INFO ] [sig       ] CENX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:55.935854] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CENX.txt
[2025-12-12T20:18:55.935997] [INFO ] [sig       ] [659/3596] Completed CENX in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:55.936036] [INFO ] [sig       ] [660/3596] Forecasting CERS...
[2025-12-12T20:18:55.936066] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-12T20:18:55.936096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-12T20:18:55.948222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-12T20:18:55.948550] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-12T20:18:55.949336] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-12T20:18:55.949387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:55.949419] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:55.949445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:55.949500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:56.008304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:56.009052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:56.009132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:56.009166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:56.128380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:56.128529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:56.128584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:56.128615] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:56.132067] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2025-12-12T20:18:56.132383] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-12T20:18:56.132521] [INFO ] [sig       ] CERS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:56.273637] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CERS.txt
[2025-12-12T20:18:56.273779] [INFO ] [sig       ] [660/3596] Completed CERS in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:56.273817] [INFO ] [sig       ] [661/3596] Forecasting CETX...
[2025-12-12T20:18:56.273848] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-12T20:18:56.273882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-12T20:18:56.286232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-12T20:18:56.286600] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-12T20:18:56.287390] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-12T20:18:56.287442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:56.287474] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:56.287500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:56.287561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:56.346386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:56.347257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:56.347337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:56.347369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:56.458838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:56.458997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:56.459036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:56.459106] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:56.462486] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-12-12T20:18:56.462790] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-12T20:18:56.462943] [INFO ] [sig       ] CETX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:56.604710] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CETX.txt
[2025-12-12T20:18:56.604870] [INFO ] [sig       ] [661/3596] Completed CETX in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:56.604910] [INFO ] [sig       ] [662/3596] Forecasting CEVA...
[2025-12-12T20:18:56.604940] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-12T20:18:56.604971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-12T20:18:56.616607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-12T20:18:56.616879] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-12T20:18:56.617644] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-12T20:18:56.617694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:56.617725] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:56.617751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:56.617807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:56.674902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:56.675682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:56.675759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:56.675790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:56.795861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:56.795976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:56.796013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:56.796040] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:56.799316] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-12T20:18:56.799614] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-12T20:18:56.799736] [INFO ] [sig       ] CEVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:56.937632] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CEVA.txt
[2025-12-12T20:18:56.937771] [INFO ] [sig       ] [662/3596] Completed CEVA in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:56.937809] [INFO ] [sig       ] [663/3596] Forecasting CF...
[2025-12-12T20:18:56.937839] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-12T20:18:56.937868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-12T20:18:56.948680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-12T20:18:56.948951] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-12T20:18:56.949736] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-12T20:18:56.949787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:56.949818] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:56.949850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:56.949917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:57.006669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:57.007269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:57.007342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:57.007387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:57.128759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:57.128896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:57.128936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:57.128963] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:57.132273] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-12T20:18:57.132548] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-12T20:18:57.132691] [INFO ] [sig       ] CF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:57.270705] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CF.txt
[2025-12-12T20:18:57.270841] [INFO ] [sig       ] [663/3596] Completed CF in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:57.270879] [INFO ] [sig       ] [664/3596] Forecasting CFFN...
[2025-12-12T20:18:57.270910] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-12T20:18:57.270958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-12T20:18:57.281972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-12T20:18:57.282230] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-12T20:18:57.283002] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-12T20:18:57.283052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:57.283082] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:57.283108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:57.283163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:57.341440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:57.342356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:57.342440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:57.342474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:57.461194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:57.461344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:57.461383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:57.461410] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:57.464785] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-12T20:18:57.465081] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-12T20:18:57.465200] [INFO ] [sig       ] CFFN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:57.604477] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CFFN.txt
[2025-12-12T20:18:57.604655] [INFO ] [sig       ] [664/3596] Completed CFFN in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:57.604697] [INFO ] [sig       ] [665/3596] Forecasting CFG...
[2025-12-12T20:18:57.604727] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-12T20:18:57.604757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-12T20:18:57.615965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-12T20:18:57.616312] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-12T20:18:57.617102] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-12T20:18:57.617154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:57.617185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:57.617223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:57.617280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:57.674256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:57.675117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:57.675195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:57.675227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:57.793369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:57.793517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:57.793554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:57.793600] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:57.796913] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-12T20:18:57.797211] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-12T20:18:57.797339] [INFO ] [sig       ] CFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:57.939664] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CFG.txt
[2025-12-12T20:18:57.939842] [INFO ] [sig       ] [665/3596] Completed CFG in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:57.939892] [INFO ] [sig       ] [666/3596] Forecasting CFO...
[2025-12-12T20:18:57.939924] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-12T20:18:57.939956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-12T20:18:57.951913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-12T20:18:57.952325] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-12T20:18:57.953193] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-12T20:18:57.953247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:57.953281] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:57.953309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:57.953366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:58.012864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:58.013723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:58.013854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:58.013890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:58.131382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:58.131545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:58.131609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:58.131641] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:58.135411] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=44.84%)
[2025-12-12T20:18:58.135822] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-12T20:18:58.135971] [INFO ] [sig       ] CFO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:58.288557] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CFO.txt
[2025-12-12T20:18:58.288746] [INFO ] [sig       ] [666/3596] Completed CFO in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:58.288789] [INFO ] [sig       ] [667/3596] Forecasting CG...
[2025-12-12T20:18:58.288818] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-12T20:18:58.288849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-12T20:18:58.300318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-12T20:18:58.300718] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-12T20:18:58.301495] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-12T20:18:58.301559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:58.301613] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:58.301641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:58.301698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:58.361532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:58.362225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:58.362304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:58.362336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:58.476989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:58.477121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:58.477161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:58.477188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:58.480449] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-12T20:18:58.480735] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-12T20:18:58.480854] [INFO ] [sig       ] CG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:58.623088] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CG.txt
[2025-12-12T20:18:58.623254] [INFO ] [sig       ] [667/3596] Completed CG in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:58.623298] [INFO ] [sig       ] [668/3596] Forecasting CGABL...
[2025-12-12T20:18:58.623328] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-12T20:18:58.623360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-12T20:18:58.635413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-12T20:18:58.635762] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-12T20:18:58.636621] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-12T20:18:58.636675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:58.636707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:58.636735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:58.636791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:58.696741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:58.697538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:58.697635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:58.697671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:58.811783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:58.811928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:58.811966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:58.811994] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:58.815366] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=30.04%)
[2025-12-12T20:18:58.815672] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-12T20:18:58.815823] [INFO ] [sig       ] CGABL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:18:58.959859] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CGABL.txt
[2025-12-12T20:18:58.959998] [INFO ] [sig       ] [668/3596] Completed CGABL in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:58.960036] [INFO ] [sig       ] [669/3596] Forecasting CGBD...
[2025-12-12T20:18:58.960065] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-12T20:18:58.960095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-12T20:18:58.971085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-12T20:18:58.971359] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-12T20:18:58.972160] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-12T20:18:58.972211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:58.972242] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:58.972268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:58.972323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:59.029549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:59.030338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:59.030416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:59.030448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:59.147813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:59.147966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:59.148012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:59.148044] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:59.151391] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2025-12-12T20:18:59.151679] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-12T20:18:59.151798] [INFO ] [sig       ] CGBD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:59.290217] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CGBD.txt
[2025-12-12T20:18:59.290380] [INFO ] [sig       ] [669/3596] Completed CGBD in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:59.290419] [INFO ] [sig       ] [670/3596] Forecasting CGC...
[2025-12-12T20:18:59.290448] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-12T20:18:59.290478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-12T20:18:59.301249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-12T20:18:59.301532] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-12T20:18:59.302305] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-12T20:18:59.302355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:59.302386] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:59.302412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:59.302468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:59.359190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:59.359859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:59.359932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:59.359964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:59.479533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:59.479728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:59.479775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:59.479804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:59.483339] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2025-12-12T20:18:59.483638] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-12T20:18:59.483759] [INFO ] [sig       ] CGC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:59.622527] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CGC.txt
[2025-12-12T20:18:59.622688] [INFO ] [sig       ] [670/3596] Completed CGC in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:59.622728] [INFO ] [sig       ] [671/3596] Forecasting CGEM...
[2025-12-12T20:18:59.622757] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-12T20:18:59.622796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-12T20:18:59.634290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-12T20:18:59.634645] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-12T20:18:59.635414] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-12T20:18:59.635465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:59.635496] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:59.635522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:59.635607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:18:59.692560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:18:59.693221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:18:59.693306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:18:59.693338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:18:59.809740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:18:59.809891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:18:59.809928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:18:59.809955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:18:59.813293] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-12-12T20:18:59.813562] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-12T20:18:59.813700] [INFO ] [sig       ] CGEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:18:59.955467] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CGEM.txt
[2025-12-12T20:18:59.955624] [INFO ] [sig       ] [671/3596] Completed CGEM in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:18:59.955685] [INFO ] [sig       ] [672/3596] Forecasting CGEN...
[2025-12-12T20:18:59.955723] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-12T20:18:59.955768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-12T20:18:59.968855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-12T20:18:59.969226] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-12T20:18:59.970124] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-12T20:18:59.970177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:18:59.970209] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:18:59.970234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:18:59.970289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:00.031952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:00.032992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:00.033086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:00.033120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:00.154893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:00.155045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:00.155085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:00.155113] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:00.159230] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-12T20:19:00.159522] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-12T20:19:00.159678] [INFO ] [sig       ] CGEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:00.302107] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CGEN.txt
[2025-12-12T20:19:00.302231] [INFO ] [sig       ] [672/3596] Completed CGEN in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-12T20:19:00.302274] [INFO ] [sig       ] [673/3596] Forecasting CGNX...
[2025-12-12T20:19:00.302305] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-12T20:19:00.302335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-12T20:19:00.313650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-12T20:19:00.313912] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-12T20:19:00.314709] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-12T20:19:00.314761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:00.314816] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:00.314844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:00.314900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:00.372208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:00.372801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:00.372874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:00.372905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:00.491809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:00.491963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:00.492006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:00.492033] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:00.495355] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-12T20:19:00.495640] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-12T20:19:00.495760] [INFO ] [sig       ] CGNX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:00.634542] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CGNX.txt
[2025-12-12T20:19:00.634677] [INFO ] [sig       ] [673/3596] Completed CGNX in 0.3s | 2.84 sym/s | Total: 3.9m | ETA: 17.1m
[2025-12-12T20:19:00.634716] [INFO ] [sig       ] [674/3596] Forecasting CGO...
[2025-12-12T20:19:00.634745] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-12T20:19:00.634775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-12T20:19:00.646169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-12T20:19:00.646417] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-12T20:19:00.647178] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-12T20:19:00.647229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:00.647260] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:00.647287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:00.647342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:00.705136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:00.705996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:00.706076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:00.706108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:00.820070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:00.820236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:00.820278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:00.820308] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:00.823664] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-12T20:19:00.823944] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-12T20:19:00.824088] [INFO ] [sig       ] CGO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:00.963150] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CGO.txt
[2025-12-12T20:19:00.963319] [INFO ] [sig       ] [674/3596] Completed CGO in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:00.963358] [INFO ] [sig       ] [675/3596] Forecasting CGON...
[2025-12-12T20:19:00.963387] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-12T20:19:00.963427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-12T20:19:00.975447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-12T20:19:00.975818] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-12T20:19:00.976633] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-12T20:19:00.976685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:00.976718] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:00.976743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:00.976799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:01.037408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:01.038243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:01.038324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:01.038356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:01.163082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:01.163248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:01.163292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:01.163319] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:01.166739] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=21.86%)
[2025-12-12T20:19:01.167064] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-12T20:19:01.167187] [INFO ] [sig       ] CGON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:01.303733] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CGON.txt
[2025-12-12T20:19:01.303864] [INFO ] [sig       ] [675/3596] Completed CGON in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:01.303901] [INFO ] [sig       ] [676/3596] Forecasting CGTX...
[2025-12-12T20:19:01.303930] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-12T20:19:01.303960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-12T20:19:01.315328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-12T20:19:01.315657] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-12T20:19:01.316428] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-12T20:19:01.316479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:01.316509] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:01.316535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:01.316609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:01.373482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:01.374163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:01.374241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:01.374275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:01.501748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:01.501919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:01.501970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:01.502033] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:01.505347] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-12T20:19:01.505636] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-12T20:19:01.505757] [INFO ] [sig       ] CGTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:01.654211] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CGTX.txt
[2025-12-12T20:19:01.654374] [INFO ] [sig       ] [676/3596] Completed CGTX in 0.4s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:01.654413] [INFO ] [sig       ] [677/3596] Forecasting CHCI...
[2025-12-12T20:19:01.654442] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-12T20:19:01.654472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-12T20:19:01.666426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-12T20:19:01.666783] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-12T20:19:01.667531] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-12T20:19:01.667606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:01.667639] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:01.667666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:01.667722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:01.726770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:01.727428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:01.727503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:01.727534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:01.842610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:01.842761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:01.842800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:01.842827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:01.846177] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-12T20:19:01.846444] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-12T20:19:01.846563] [INFO ] [sig       ] CHCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:01.991709] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CHCI.txt
[2025-12-12T20:19:01.991882] [INFO ] [sig       ] [677/3596] Completed CHCI in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:01.991921] [INFO ] [sig       ] [678/3596] Forecasting CHCO...
[2025-12-12T20:19:01.991950] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-12T20:19:01.991980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-12T20:19:02.005963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-12T20:19:02.006406] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-12T20:19:02.007471] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-12T20:19:02.007529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:02.007594] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:02.007626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:02.007684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:02.072238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:02.073134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:02.073401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:02.073435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:02.201126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:02.201289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:02.201331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:02.201359] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:02.204818] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-12T20:19:02.205158] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-12T20:19:02.205294] [INFO ] [sig       ] CHCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:02.348139] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CHCO.txt
[2025-12-12T20:19:02.348280] [INFO ] [sig       ] [678/3596] Completed CHCO in 0.4s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:02.348319] [INFO ] [sig       ] [679/3596] Forecasting CHD...
[2025-12-12T20:19:02.348348] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-12T20:19:02.348379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-12T20:19:02.362543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-12T20:19:02.363169] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-12T20:19:02.364285] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-12T20:19:02.364351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:02.364397] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:02.364425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:02.364488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:02.425947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:02.427078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:02.427192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:02.427227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:02.557296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:02.557551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:02.557616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:02.557647] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:02.562087] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-12T20:19:02.562522] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-12T20:19:02.562715] [INFO ] [sig       ] CHD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:02.716852] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHD.txt
[2025-12-12T20:19:02.717029] [INFO ] [sig       ] [679/3596] Completed CHD in 0.4s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:02.717070] [INFO ] [sig       ] [680/3596] Forecasting CHDN...
[2025-12-12T20:19:02.717102] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-12T20:19:02.717133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-12T20:19:02.729053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-12T20:19:02.729429] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-12T20:19:02.730319] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-12T20:19:02.730373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:02.730406] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:02.730434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:02.730490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:02.790314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:02.791172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:02.791255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:02.791289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:02.916282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:02.916438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:02.916478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:02.916506] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:02.919988] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-12T20:19:02.920267] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-12T20:19:02.920393] [INFO ] [sig       ] CHDN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:03.059526] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHDN.txt
[2025-12-12T20:19:03.059702] [INFO ] [sig       ] [680/3596] Completed CHDN in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:03.059744] [INFO ] [sig       ] [681/3596] Forecasting CHE...
[2025-12-12T20:19:03.059774] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-12T20:19:03.059805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-12T20:19:03.071001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-12T20:19:03.071286] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-12T20:19:03.072107] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-12T20:19:03.072160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:03.072192] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:03.072219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:03.072275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:03.128530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:03.129153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:03.129237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:03.129270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:03.244403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:03.244556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:03.244619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:03.244650] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:03.247939] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-12-12T20:19:03.248215] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-12T20:19:03.248338] [INFO ] [sig       ] CHE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:03.386103] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHE.txt
[2025-12-12T20:19:03.386275] [INFO ] [sig       ] [681/3596] Completed CHE in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:03.386321] [INFO ] [sig       ] [682/3596] Forecasting CHEF...
[2025-12-12T20:19:03.386351] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-12T20:19:03.386381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-12T20:19:03.399821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-12T20:19:03.400173] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-12T20:19:03.400951] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-12T20:19:03.401009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:03.401047] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:03.401078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:03.401146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:03.458977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:03.459884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:03.459969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:03.460001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:03.579178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:03.579340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:03.579379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:03.579407] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:03.583339] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=45.91%)
[2025-12-12T20:19:03.583778] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-12T20:19:03.583948] [INFO ] [sig       ] CHEF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:03.727147] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHEF.txt
[2025-12-12T20:19:03.727305] [INFO ] [sig       ] [682/3596] Completed CHEF in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:03.727344] [INFO ] [sig       ] [683/3596] Forecasting CHH...
[2025-12-12T20:19:03.727374] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-12T20:19:03.727405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-12T20:19:03.738904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-12T20:19:03.739248] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-12T20:19:03.740118] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-12T20:19:03.740177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:03.740207] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:03.740234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:03.740290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:03.797541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:03.798429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:03.798536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:03.798570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:03.916744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:03.916858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:03.916894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:03.916922] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:03.920134] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-12T20:19:03.920400] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-12T20:19:03.920536] [INFO ] [sig       ] CHH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:04.059330] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CHH.txt
[2025-12-12T20:19:04.059443] [INFO ] [sig       ] [683/3596] Completed CHH in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:04.059480] [INFO ] [sig       ] [684/3596] Forecasting CHI...
[2025-12-12T20:19:04.059509] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-12T20:19:04.059538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-12T20:19:04.076628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-12T20:19:04.076891] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-12T20:19:04.077654] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-12T20:19:04.077705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:04.077736] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:04.077763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:04.077819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:04.135414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:04.136012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:04.136092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:04.136123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:04.257800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:04.257942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:04.257981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:04.258010] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:04.261384] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2025-12-12T20:19:04.261673] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-12T20:19:04.261793] [INFO ] [sig       ] CHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:04.405762] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CHI.txt
[2025-12-12T20:19:04.405951] [INFO ] [sig       ] [684/3596] Completed CHI in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:04.406007] [INFO ] [sig       ] [685/3596] Forecasting CHKP...
[2025-12-12T20:19:04.406046] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-12T20:19:04.406083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-12T20:19:04.419882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-12T20:19:04.420263] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-12T20:19:04.421533] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-12T20:19:04.421603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:04.421636] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:04.421662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:04.421719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:04.488276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:04.489238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:04.489333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:04.489374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:04.620706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:04.620860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:04.620901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:04.620945] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:04.624398] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-12T20:19:04.624689] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-12T20:19:04.624812] [INFO ] [sig       ] CHKP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:04.769721] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHKP.txt
[2025-12-12T20:19:04.769914] [INFO ] [sig       ] [685/3596] Completed CHKP in 0.4s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:04.769958] [INFO ] [sig       ] [686/3596] Forecasting CHMI...
[2025-12-12T20:19:04.769989] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-12T20:19:04.770020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-12T20:19:04.782083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-12T20:19:04.782489] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-12T20:19:04.783304] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-12T20:19:04.783357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:04.783389] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:04.783415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:04.783469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:04.840554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:04.841472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:04.841561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:04.841616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:04.959948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:04.960107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:04.960146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:04.960174] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:04.963601] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=46.45%)
[2025-12-12T20:19:04.963878] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-12T20:19:04.964004] [INFO ] [sig       ] CHMI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:05.104941] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHMI.txt
[2025-12-12T20:19:05.105113] [INFO ] [sig       ] [686/3596] Completed CHMI in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:05.105153] [INFO ] [sig       ] [687/3596] Forecasting CHRD...
[2025-12-12T20:19:05.105182] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-12T20:19:05.105213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-12T20:19:05.116032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-12T20:19:05.116318] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-12T20:19:05.117097] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-12T20:19:05.117149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:05.117181] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:05.117208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:05.117265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:05.174330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:05.174951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:05.175040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:05.175073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:05.300819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:05.300988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:05.301031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:05.301059] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:05.304590] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-12T20:19:05.304883] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-12T20:19:05.305006] [INFO ] [sig       ] CHRD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:05.456176] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CHRD.txt
[2025-12-12T20:19:05.456336] [INFO ] [sig       ] [687/3596] Completed CHRD in 0.4s | 2.84 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-12T20:19:05.456374] [INFO ] [sig       ] [688/3596] Forecasting CHRS...
[2025-12-12T20:19:05.456404] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-12T20:19:05.456436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-12T20:19:05.467880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-12T20:19:05.468238] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-12T20:19:05.469024] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-12T20:19:05.469075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:05.469106] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:05.469132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:05.469186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:05.530825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:05.531706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:05.531793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:05.531826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:05.652620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:05.652773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:05.652812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:05.652839] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:05.656122] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-12T20:19:05.656392] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-12T20:19:05.656513] [INFO ] [sig       ] CHRS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:05.796555] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHRS.txt
[2025-12-12T20:19:05.796729] [INFO ] [sig       ] [688/3596] Completed CHRS in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.0m
[2025-12-12T20:19:05.796768] [INFO ] [sig       ] [689/3596] Forecasting CHSCL...
[2025-12-12T20:19:05.796797] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-12T20:19:05.796828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-12T20:19:05.809542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-12T20:19:05.809969] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-12T20:19:05.810828] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-12T20:19:05.810880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:05.810926] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:05.810954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:05.811011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:05.874293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:05.875164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:05.875251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:05.875283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:05.991212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:05.991372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:05.991412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:05.991441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:05.994859] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-12-12T20:19:05.995131] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-12T20:19:05.995251] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:06.137320] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CHSCL.txt
[2025-12-12T20:19:06.137460] [INFO ] [sig       ] [689/3596] Completed CHSCL in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.0m
[2025-12-12T20:19:06.137504] [INFO ] [sig       ] [690/3596] Forecasting CHSCM...
[2025-12-12T20:19:06.137535] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-12T20:19:06.137565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-12T20:19:06.148375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-12T20:19:06.148659] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-12T20:19:06.149454] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-12T20:19:06.149506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:06.149562] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:06.149635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:06.149698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:06.207568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:06.208178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:06.208251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:06.208283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:06.321722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:06.321838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:06.321875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:06.321902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:06.325074] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=42.35%)
[2025-12-12T20:19:06.325336] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-12T20:19:06.325455] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:06.469188] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHSCM.txt
[2025-12-12T20:19:06.469342] [INFO ] [sig       ] [690/3596] Completed CHSCM in 0.3s | 2.84 sym/s | Total: 4.0m | ETA: 17.0m
[2025-12-12T20:19:06.469384] [INFO ] [sig       ] [691/3596] Forecasting CHSCN...
[2025-12-12T20:19:06.469416] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-12T20:19:06.469449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-12T20:19:06.496300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-12T20:19:06.496790] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-12T20:19:06.497716] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-12T20:19:06.497773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:06.497808] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:06.497837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:06.497902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:06.564334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:06.565172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:06.565254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:06.565286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:06.677331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:06.677448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:06.677487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:06.677516] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:06.680833] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-12T20:19:06.681107] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-12T20:19:06.681226] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:06.819618] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CHSCN.txt
[2025-12-12T20:19:06.819742] [INFO ] [sig       ] [691/3596] Completed CHSCN in 0.4s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:06.819780] [INFO ] [sig       ] [692/3596] Forecasting CHSCO...
[2025-12-12T20:19:06.819808] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-12T20:19:06.819837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-12T20:19:06.831562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-12T20:19:06.832030] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-12T20:19:06.832914] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-12T20:19:06.832966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:06.832998] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:06.833025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:06.833087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:06.893524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:06.894327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:06.894407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:06.894440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:07.010589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:07.010748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:07.010786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:07.010813] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:07.014143] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-12T20:19:07.014411] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-12T20:19:07.014534] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:07.163147] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHSCO.txt
[2025-12-12T20:19:07.163286] [INFO ] [sig       ] [692/3596] Completed CHSCO in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:07.163327] [INFO ] [sig       ] [693/3596] Forecasting CHSCP...
[2025-12-12T20:19:07.163363] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-12T20:19:07.163396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-12T20:19:07.176127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-12T20:19:07.176516] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-12T20:19:07.177373] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-12T20:19:07.177427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:07.177460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:07.177487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:07.177543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:07.241675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:07.242468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:07.242550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:07.242602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:07.358934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:07.359106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:07.359165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:07.359233] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:07.363328] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-12T20:19:07.363651] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-12T20:19:07.363811] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:07.515386] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHSCP.txt
[2025-12-12T20:19:07.515586] [INFO ] [sig       ] [693/3596] Completed CHSCP in 0.4s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:07.515629] [INFO ] [sig       ] [694/3596] Forecasting CHWY...
[2025-12-12T20:19:07.515659] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-12T20:19:07.515691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-12T20:19:07.527843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-12T20:19:07.528200] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-12T20:19:07.529043] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-12T20:19:07.529096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:07.529127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:07.529152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:07.529209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:07.587799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:07.588651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:07.588731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:07.588764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:07.726608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:07.726778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:07.726820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:07.726849] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:07.730852] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-12T20:19:07.731170] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-12T20:19:07.731324] [INFO ] [sig       ] CHWY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:07.888003] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHWY.txt
[2025-12-12T20:19:07.888161] [INFO ] [sig       ] [694/3596] Completed CHWY in 0.4s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:07.888201] [INFO ] [sig       ] [695/3596] Forecasting CHY...
[2025-12-12T20:19:07.888231] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-12T20:19:07.888262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-12T20:19:07.899778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-12T20:19:07.900132] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-12T20:19:07.900923] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-12T20:19:07.900974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:07.901004] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:07.901030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:07.901085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:07.957182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:07.957940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:07.958018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:07.958050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:08.070737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:08.070886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:08.070927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:08.070957] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:08.074295] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-12T20:19:08.074564] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-12T20:19:08.074704] [INFO ] [sig       ] CHY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:08.225637] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CHY.txt
[2025-12-12T20:19:08.225803] [INFO ] [sig       ] [695/3596] Completed CHY in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:08.225843] [INFO ] [sig       ] [696/3596] Forecasting CI...
[2025-12-12T20:19:08.225876] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-12T20:19:08.225908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-12T20:19:08.238007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-12T20:19:08.238353] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-12T20:19:08.239146] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-12T20:19:08.239197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:08.239228] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:08.239254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:08.239309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:08.296091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:08.296972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:08.297053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:08.297084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:08.416717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:08.416874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:08.416912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:08.416956] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:08.420399] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-12T20:19:08.420700] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-12T20:19:08.420828] [INFO ] [sig       ] CI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:08.561887] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CI.txt
[2025-12-12T20:19:08.562026] [INFO ] [sig       ] [696/3596] Completed CI in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:08.562065] [INFO ] [sig       ] [697/3596] Forecasting CIA...
[2025-12-12T20:19:08.562093] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-12T20:19:08.562124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-12T20:19:08.573747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-12T20:19:08.574073] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-12T20:19:08.574882] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-12T20:19:08.574933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:08.574964] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:08.574990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:08.575046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:08.632561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:08.633429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:08.633515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:08.633548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:08.751053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:08.751236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:08.751303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:08.751346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:08.756212] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-12T20:19:08.756562] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-12T20:19:08.756738] [INFO ] [sig       ] CIA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:08.908917] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CIA.txt
[2025-12-12T20:19:08.909078] [INFO ] [sig       ] [697/3596] Completed CIA in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:08.909117] [INFO ] [sig       ] [698/3596] Forecasting CIB...
[2025-12-12T20:19:08.909145] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-12T20:19:08.909176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-12T20:19:08.921000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-12T20:19:08.921342] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-12T20:19:08.922127] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-12T20:19:08.922191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:08.922229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:08.922262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:08.922323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:08.980709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:08.981344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:08.981424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:08.981470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:09.103832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:09.103988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:09.104028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:09.104056] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:09.107455] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-12T20:19:09.107753] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-12T20:19:09.107878] [INFO ] [sig       ] CIB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:09.249957] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CIB.txt
[2025-12-12T20:19:09.250106] [INFO ] [sig       ] [698/3596] Completed CIB in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:09.250147] [INFO ] [sig       ] [699/3596] Forecasting CIEN...
[2025-12-12T20:19:09.250177] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-12T20:19:09.250208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-12T20:19:09.261678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-12T20:19:09.261966] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-12T20:19:09.262751] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-12T20:19:09.262816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:09.262852] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:09.262879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:09.262942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:09.321249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:09.321914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:09.321992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:09.322024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:09.443920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:09.444081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:09.444163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:09.444200] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:09.447597] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-12T20:19:09.447878] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-12T20:19:09.448003] [INFO ] [sig       ] CIEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:09.591456] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CIEN.txt
[2025-12-12T20:19:09.591631] [INFO ] [sig       ] [699/3596] Completed CIEN in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:09.591672] [INFO ] [sig       ] [700/3596] Forecasting CIF...
[2025-12-12T20:19:09.591701] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-12T20:19:09.591732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-12T20:19:09.603792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-12T20:19:09.604176] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-12T20:19:09.605027] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-12T20:19:09.605080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:09.605113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:09.605154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:09.605213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:09.665830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:09.666678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:09.666788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:09.666824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:09.775096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:09.775295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:09.775353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:09.775392] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:09.780310] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-12T20:19:09.780952] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-12T20:19:09.781139] [INFO ] [sig       ] CIF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:09.931876] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CIF.txt
[2025-12-12T20:19:09.932042] [INFO ] [sig       ] [700/3596] Completed CIF in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:09.932082] [INFO ] [sig       ] [701/3596] Forecasting CIG...
[2025-12-12T20:19:09.932112] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-12T20:19:09.932145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-12T20:19:09.943626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-12T20:19:09.944006] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-12T20:19:09.944820] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-12T20:19:09.944874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:09.944907] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:09.944935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:09.944994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:10.003752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:10.004644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:10.004742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:10.004775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:10.128872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:10.129046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:10.129100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:10.129139] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:10.133770] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-12T20:19:10.134109] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-12T20:19:10.134248] [INFO ] [sig       ] CIG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:10.274456] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CIG.txt
[2025-12-12T20:19:10.274606] [INFO ] [sig       ] [701/3596] Completed CIG in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:10.274647] [INFO ] [sig       ] [702/3596] Forecasting CIGI...
[2025-12-12T20:19:10.274676] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-12T20:19:10.274707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-12T20:19:10.285888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-12T20:19:10.286207] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-12T20:19:10.286994] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-12T20:19:10.287045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:10.287075] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:10.287102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:10.287157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:10.343921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:10.344754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:10.344838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:10.344870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:10.464265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:10.464424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:10.464465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:10.464492] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:10.467850] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=21.04%)
[2025-12-12T20:19:10.468116] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-12T20:19:10.468234] [INFO ] [sig       ] CIGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:10.609216] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CIGI.txt
[2025-12-12T20:19:10.609344] [INFO ] [sig       ] [702/3596] Completed CIGI in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:10.609381] [INFO ] [sig       ] [703/3596] Forecasting CII...
[2025-12-12T20:19:10.609409] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-12T20:19:10.609440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-12T20:19:10.621394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-12T20:19:10.621725] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-12T20:19:10.622491] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-12T20:19:10.622543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:10.622592] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:10.622622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:10.622679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:10.680783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:10.681386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:10.681460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:10.681491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:10.801555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:10.801712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:10.801749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:10.801776] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:10.805057] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-12T20:19:10.805322] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-12T20:19:10.805436] [INFO ] [sig       ] CII: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:10.944602] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CII.txt
[2025-12-12T20:19:10.944758] [INFO ] [sig       ] [703/3596] Completed CII in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-12T20:19:10.944796] [INFO ] [sig       ] [704/3596] Forecasting CIM...
[2025-12-12T20:19:10.944825] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-12T20:19:10.944855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-12T20:19:10.955771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-12T20:19:10.956073] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-12T20:19:10.956841] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-12T20:19:10.956891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:10.956922] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:10.956948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:10.957004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:11.013954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:11.014857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:11.014933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:11.014964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:11.136015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:11.136169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:11.136209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:11.136236] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:11.140012] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-12T20:19:11.140307] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-12T20:19:11.140435] [INFO ] [sig       ] CIM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:11.278506] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CIM.txt
[2025-12-12T20:19:11.278653] [INFO ] [sig       ] [704/3596] Completed CIM in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-12T20:19:11.278692] [INFO ] [sig       ] [705/3596] Forecasting CINF...
[2025-12-12T20:19:11.278721] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-12T20:19:11.278751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-12T20:19:11.289694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-12T20:19:11.289969] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-12T20:19:11.290735] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-12T20:19:11.290785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:11.290816] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:11.290842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:11.290898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:11.347323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:11.347951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:11.348025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:11.348057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:11.465704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:11.465843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:11.465881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:11.465909] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:11.469254] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=21.38%)
[2025-12-12T20:19:11.469519] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-12T20:19:11.469680] [INFO ] [sig       ] CINF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:11.610144] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CINF.txt
[2025-12-12T20:19:11.610300] [INFO ] [sig       ] [705/3596] Completed CINF in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-12T20:19:11.610338] [INFO ] [sig       ] [706/3596] Forecasting CING...
[2025-12-12T20:19:11.610367] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-12T20:19:11.610396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-12T20:19:11.621071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-12T20:19:11.621377] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-12T20:19:11.622164] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-12T20:19:11.622226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:11.622265] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:11.622297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:11.622367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:11.679902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:11.680519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:11.680609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:11.680642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:11.799839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:11.800022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:11.800062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:11.800090] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:11.803396] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-12T20:19:11.803679] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-12T20:19:11.803798] [INFO ] [sig       ] CING: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:11.944697] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CING.txt
[2025-12-12T20:19:11.944835] [INFO ] [sig       ] [706/3596] Completed CING in 0.3s | 2.84 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-12T20:19:11.944872] [INFO ] [sig       ] [707/3596] Forecasting CIO...
[2025-12-12T20:19:11.944901] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-12T20:19:11.944930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-12T20:19:11.956077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-12T20:19:11.956384] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-12T20:19:11.957174] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-12T20:19:11.957234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:11.957313] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:11.957362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:11.957447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:12.017128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:12.017821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:12.017899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:12.017932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:12.134867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:12.135006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:12.135043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:12.135070] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:12.138304] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-12T20:19:12.138603] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-12T20:19:12.138723] [INFO ] [sig       ] CIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:12.276953] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CIO.txt
[2025-12-12T20:19:12.277088] [INFO ] [sig       ] [707/3596] Completed CIO in 0.3s | 2.85 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-12T20:19:12.277126] [INFO ] [sig       ] [708/3596] Forecasting CION...
[2025-12-12T20:19:12.277155] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-12T20:19:12.277185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-12T20:19:12.291866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-12T20:19:12.292247] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-12T20:19:12.293283] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-12T20:19:12.293348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:12.293389] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:12.293427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:12.293505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:12.356620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:12.357470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:12.357551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:12.357605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:12.498354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:12.498730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:12.498772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:12.498799] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:12.502618] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=77.01%)
[2025-12-12T20:19:12.502964] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-12T20:19:12.503102] [INFO ] [sig       ] CION: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:12.648997] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CION.txt
[2025-12-12T20:19:12.649914] [INFO ] [sig       ] [708/3596] Completed CION in 0.4s | 2.84 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-12T20:19:12.649959] [INFO ] [sig       ] [709/3596] Forecasting CIVB...
[2025-12-12T20:19:12.649988] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-12T20:19:12.650019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-12T20:19:12.661211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-12T20:19:12.661597] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-12T20:19:12.662373] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-12T20:19:12.662424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:12.662456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:12.662482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:12.662538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:12.719976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:12.720882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:12.720962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:12.720994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:12.841776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:12.841943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:12.841983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:12.842011] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:12.845345] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-12T20:19:12.845655] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-12T20:19:12.845778] [INFO ] [sig       ] CIVB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:12.984296] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CIVB.txt
[2025-12-12T20:19:12.984432] [INFO ] [sig       ] [709/3596] Completed CIVB in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:12.984470] [INFO ] [sig       ] [710/3596] Forecasting CIVI...
[2025-12-12T20:19:12.984498] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-12T20:19:12.984529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-12T20:19:12.996291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-12T20:19:12.996631] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-12T20:19:12.997412] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-12T20:19:12.997464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:12.997495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:12.997522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:12.997596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:13.053678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:13.054336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:13.054413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:13.054444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:13.170817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:13.170988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:13.171046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:13.171106] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:13.174598] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=52.98%)
[2025-12-12T20:19:13.174870] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-12T20:19:13.174994] [INFO ] [sig       ] CIVI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:13.322512] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CIVI.txt
[2025-12-12T20:19:13.322667] [INFO ] [sig       ] [710/3596] Completed CIVI in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:13.322706] [INFO ] [sig       ] [711/3596] Forecasting CLB...
[2025-12-12T20:19:13.322736] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-12T20:19:13.322766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-12T20:19:13.336927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-12T20:19:13.337464] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-12T20:19:13.338463] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-12T20:19:13.338519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:13.338552] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:13.338615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:13.338679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:13.400608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:13.401856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:13.401961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:13.401999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:13.522628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:13.522876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:13.522927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:13.522955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:13.527103] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=78.84%)
[2025-12-12T20:19:13.527433] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-12T20:19:13.527596] [INFO ] [sig       ] CLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:13.671970] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CLB.txt
[2025-12-12T20:19:13.672181] [INFO ] [sig       ] [711/3596] Completed CLB in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:13.672222] [INFO ] [sig       ] [712/3596] Forecasting CLBK...
[2025-12-12T20:19:13.672253] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-12T20:19:13.672286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-12T20:19:13.686835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-12T20:19:13.687388] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-12T20:19:13.688335] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-12T20:19:13.688389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:13.688421] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:13.688447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:13.688506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:13.749918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:13.751031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:13.751128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:13.751171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:13.867010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:13.867243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:13.867287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:13.867318] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:13.871212] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-12T20:19:13.871683] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-12T20:19:13.871868] [INFO ] [sig       ] CLBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:14.031318] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLBK.txt
[2025-12-12T20:19:14.031489] [INFO ] [sig       ] [712/3596] Completed CLBK in 0.4s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:14.031529] [INFO ] [sig       ] [713/3596] Forecasting CLCO...
[2025-12-12T20:19:14.031558] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-12T20:19:14.031615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-12T20:19:14.043565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-12T20:19:14.043893] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-12T20:19:14.044698] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-12T20:19:14.044749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:14.044790] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:14.044818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:14.044873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:14.101914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:14.102703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:14.102783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:14.102815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:14.222027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:14.222183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:14.222222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:14.222249] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:14.225836] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-12T20:19:14.226106] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-12T20:19:14.226224] [INFO ] [sig       ] CLCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:14.378535] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLCO.txt
[2025-12-12T20:19:14.378746] [INFO ] [sig       ] [713/3596] Completed CLCO in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:14.378786] [INFO ] [sig       ] [714/3596] Forecasting CLDX...
[2025-12-12T20:19:14.378816] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-12T20:19:14.378845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-12T20:19:14.390630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-12T20:19:14.391029] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-12T20:19:14.391879] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-12T20:19:14.391930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:14.391961] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:14.391986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:14.392042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:14.449244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:14.450189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:14.450269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:14.450303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:14.569921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:14.570075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:14.570113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:14.570140] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:14.573489] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-12-12T20:19:14.573770] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-12T20:19:14.573891] [INFO ] [sig       ] CLDX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:14.711327] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLDX.txt
[2025-12-12T20:19:14.711460] [INFO ] [sig       ] [714/3596] Completed CLDX in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:14.711497] [INFO ] [sig       ] [715/3596] Forecasting CLF...
[2025-12-12T20:19:14.711526] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-12T20:19:14.711556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-12T20:19:14.723802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-12T20:19:14.724055] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-12T20:19:14.724809] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-12T20:19:14.724859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:14.724891] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:14.724917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:14.724973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:14.782013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:14.782601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:14.782673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:14.782705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:14.907070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:14.907180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:14.907215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:14.907242] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:14.911085] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-12T20:19:14.911369] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-12T20:19:14.911497] [INFO ] [sig       ] CLF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:15.048510] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CLF.txt
[2025-12-12T20:19:15.048847] [INFO ] [sig       ] [715/3596] Completed CLF in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:15.048883] [INFO ] [sig       ] [716/3596] Forecasting CLFD...
[2025-12-12T20:19:15.048912] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-12T20:19:15.048940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-12T20:19:15.061634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-12T20:19:15.061975] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-12T20:19:15.062792] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-12T20:19:15.062845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:15.062875] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:15.062901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:15.062956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:15.120858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:15.121606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:15.121688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:15.121720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:15.244774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:15.244948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:15.244989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:15.245018] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:15.248523] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-12T20:19:15.248883] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-12T20:19:15.249018] [INFO ] [sig       ] CLFD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:15.387490] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLFD.txt
[2025-12-12T20:19:15.387640] [INFO ] [sig       ] [716/3596] Completed CLFD in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:15.387686] [INFO ] [sig       ] [717/3596] Forecasting CLH...
[2025-12-12T20:19:15.387716] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-12T20:19:15.387746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-12T20:19:15.398888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-12T20:19:15.399147] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-12T20:19:15.399949] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-12T20:19:15.400000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:15.400031] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:15.400057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:15.400111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:15.457686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:15.458277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:15.458375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:15.458407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:15.578591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:15.578708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:15.578743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:15.578771] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:15.581962] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2025-12-12T20:19:15.582226] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-12T20:19:15.582357] [INFO ] [sig       ] CLH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:15.724159] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLH.txt
[2025-12-12T20:19:15.724270] [INFO ] [sig       ] [717/3596] Completed CLH in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:15.724306] [INFO ] [sig       ] [718/3596] Forecasting CLLS...
[2025-12-12T20:19:15.724335] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-12T20:19:15.724365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-12T20:19:15.736414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-12T20:19:15.736812] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-12T20:19:15.737623] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-12T20:19:15.737675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:15.737705] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:15.737731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:15.737786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:15.795205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:15.795957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:15.796038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:15.796070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:15.915277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:15.915458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:15.915500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:15.915527] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:15.919025] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-12T20:19:15.919308] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-12T20:19:15.919454] [INFO ] [sig       ] CLLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:16.063485] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLLS.txt
[2025-12-12T20:19:16.063685] [INFO ] [sig       ] [718/3596] Completed CLLS in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-12T20:19:16.063728] [INFO ] [sig       ] [719/3596] Forecasting CLMB...
[2025-12-12T20:19:16.063756] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-12T20:19:16.063787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-12T20:19:16.075735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-12T20:19:16.076034] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-12T20:19:16.076811] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-12T20:19:16.076862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:16.076893] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:16.076919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:16.076973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:16.134012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:16.134607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:16.134685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:16.134716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:16.250477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:16.250625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:16.250664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:16.250691] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:16.253903] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-12T20:19:16.254166] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-12T20:19:16.254286] [INFO ] [sig       ] CLMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:16.408431] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLMB.txt
[2025-12-12T20:19:16.408635] [INFO ] [sig       ] [719/3596] Completed CLMB in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:16.408678] [INFO ] [sig       ] [720/3596] Forecasting CLNE...
[2025-12-12T20:19:16.408709] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-12T20:19:16.408739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-12T20:19:16.420641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-12T20:19:16.420961] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-12T20:19:16.421768] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-12T20:19:16.421819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:16.421850] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:16.421875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:16.421930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:16.482986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:16.483856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:16.483938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:16.483970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:16.599279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:16.599454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:16.599511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:16.599541] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:16.603028] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-12T20:19:16.603306] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-12T20:19:16.603438] [INFO ] [sig       ] CLNE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:16.742982] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CLNE.txt
[2025-12-12T20:19:16.743141] [INFO ] [sig       ] [720/3596] Completed CLNE in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:16.743179] [INFO ] [sig       ] [721/3596] Forecasting CLNN...
[2025-12-12T20:19:16.743208] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-12T20:19:16.743237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-12T20:19:16.755006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-12T20:19:16.755271] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-12T20:19:16.756104] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-12T20:19:16.756165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:16.756207] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:16.756236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:16.756292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:16.813387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:16.813997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:16.814071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:16.814103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:16.930951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:16.931072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:16.931108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:16.931135] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:16.934297] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=52.25%)
[2025-12-12T20:19:16.934561] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-12T20:19:16.934697] [INFO ] [sig       ] CLNN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:17.073370] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CLNN.txt
[2025-12-12T20:19:17.073526] [INFO ] [sig       ] [721/3596] Completed CLNN in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:17.073564] [INFO ] [sig       ] [722/3596] Forecasting CLOA...
[2025-12-12T20:19:17.073614] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-12T20:19:17.073645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-12T20:19:17.085816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-12T20:19:17.086165] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-12T20:19:17.086962] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-12T20:19:17.087013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:17.087045] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:17.087074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:17.087129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:17.143668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:17.144537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:17.144652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:17.144686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:17.247321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:17.247477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:17.247523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:17.247552] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:17.251381] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-12T20:19:17.251702] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-12T20:19:17.251830] [INFO ] [sig       ] CLOA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:17.390086] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CLOA.txt
[2025-12-12T20:19:17.390214] [INFO ] [sig       ] [722/3596] Completed CLOA in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:17.390251] [INFO ] [sig       ] [723/3596] Forecasting CLRB...
[2025-12-12T20:19:17.390280] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-12T20:19:17.390310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-12T20:19:17.402033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-12T20:19:17.402414] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-12T20:19:17.403252] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-12T20:19:17.403303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:17.403335] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:17.403362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:17.403417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:17.460275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:17.461241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:17.461323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:17.461360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:17.578095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:17.578252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:17.578291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:17.578319] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:17.581664] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-12T20:19:17.581933] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-12T20:19:17.582050] [INFO ] [sig       ] CLRB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:17.718929] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLRB.txt
[2025-12-12T20:19:17.719066] [INFO ] [sig       ] [723/3596] Completed CLRB in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:17.719103] [INFO ] [sig       ] [724/3596] Forecasting CLRO...
[2025-12-12T20:19:17.719130] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-12T20:19:17.719159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-12T20:19:17.730660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-12T20:19:17.731025] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-12T20:19:17.731817] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-12T20:19:17.731869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:17.731938] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:17.731966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:17.732026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:17.787783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:17.788414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:17.788490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:17.788521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:17.899935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:17.900090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:17.900129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:17.900158] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:17.903480] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-12T20:19:17.903762] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-12T20:19:17.903881] [INFO ] [sig       ] CLRO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:18.040196] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLRO.txt
[2025-12-12T20:19:18.040333] [INFO ] [sig       ] [724/3596] Completed CLRO in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:18.040370] [INFO ] [sig       ] [725/3596] Forecasting CLS...
[2025-12-12T20:19:18.040398] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-12T20:19:18.040429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-12T20:19:18.051425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-12T20:19:18.051758] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-12T20:19:18.052509] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-12T20:19:18.052560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:18.052612] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:18.052639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:18.052694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:18.109037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:18.109698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:18.109774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:18.109805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:18.229260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:18.229403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:18.229442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:18.229469] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:18.232848] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=42.90%)
[2025-12-12T20:19:18.233114] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-12T20:19:18.233232] [INFO ] [sig       ] CLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:18.374866] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLS.txt
[2025-12-12T20:19:18.375001] [INFO ] [sig       ] [725/3596] Completed CLS in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:18.375038] [INFO ] [sig       ] [726/3596] Forecasting CLX...
[2025-12-12T20:19:18.375067] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-12T20:19:18.375096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-12T20:19:18.386449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-12T20:19:18.386787] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-12T20:19:18.387534] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-12T20:19:18.387602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:18.387635] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:18.387661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:18.387715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:18.444331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:18.444966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:18.445042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:18.445073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:18.564984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:18.565130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:18.565168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:18.565197] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:18.568505] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-12-12T20:19:18.568800] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-12T20:19:18.568920] [INFO ] [sig       ] CLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:18.706135] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CLX.txt
[2025-12-12T20:19:18.706265] [INFO ] [sig       ] [726/3596] Completed CLX in 0.3s | 2.85 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-12T20:19:18.706303] [INFO ] [sig       ] [727/3596] Forecasting CM...
[2025-12-12T20:19:18.706338] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-12T20:19:18.706373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-12T20:19:18.717510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-12T20:19:18.717817] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-12T20:19:18.718605] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-12T20:19:18.718656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:18.718685] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:18.718711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:18.718765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:18.775037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:18.775702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:18.775778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:18.775809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:18.895650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:18.895814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:18.895854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:18.895881] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:18.899198] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=40.89%)
[2025-12-12T20:19:18.899464] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-12T20:19:18.899611] [INFO ] [sig       ] CM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:19.035180] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CM.txt
[2025-12-12T20:19:19.035303] [INFO ] [sig       ] [727/3596] Completed CM in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-12T20:19:19.035340] [INFO ] [sig       ] [728/3596] Forecasting CMA...
[2025-12-12T20:19:19.035374] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-12T20:19:19.035417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-12T20:19:19.047406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-12T20:19:19.047774] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-12T20:19:19.048622] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-12T20:19:19.048682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:19.048735] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:19.048765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:19.048825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:19.110201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:19.111212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:19.111301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:19.111333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:19.236880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:19.237037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:19.237075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:19.237103] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:19.240429] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-12T20:19:19.240722] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-12T20:19:19.240846] [INFO ] [sig       ] CMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:19.380487] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMA.txt
[2025-12-12T20:19:19.380678] [INFO ] [sig       ] [728/3596] Completed CMA in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-12T20:19:19.380727] [INFO ] [sig       ] [729/3596] Forecasting CMC...
[2025-12-12T20:19:19.380759] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-12T20:19:19.380790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-12T20:19:19.392825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-12T20:19:19.393203] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-12T20:19:19.393995] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-12T20:19:19.394047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:19.394078] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:19.394104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:19.394160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:19.450559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:19.451492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:19.451600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:19.451634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:19.573526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:19.573699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:19.573738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:19.573766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:19.577116] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=73.06%)
[2025-12-12T20:19:19.577408] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-12T20:19:19.577532] [INFO ] [sig       ] CMC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:19.716645] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMC.txt
[2025-12-12T20:19:19.716801] [INFO ] [sig       ] [729/3596] Completed CMC in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-12T20:19:19.716841] [INFO ] [sig       ] [730/3596] Forecasting CMCM...
[2025-12-12T20:19:19.716872] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-12T20:19:19.716905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-12T20:19:19.728471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-12T20:19:19.728857] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-12T20:19:19.729703] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-12T20:19:19.729754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:19.729784] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:19.729809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:19.729863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:19.786874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:19.787737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:19.787817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:19.787849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:19.899930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:19.900106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:19.900148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:19.900176] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:19.903487] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=22.36%)
[2025-12-12T20:19:19.903777] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-12T20:19:19.903898] [INFO ] [sig       ] CMCM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:20.042305] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMCM.txt
[2025-12-12T20:19:20.042465] [INFO ] [sig       ] [730/3596] Completed CMCM in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-12T20:19:20.042508] [INFO ] [sig       ] [731/3596] Forecasting CMCO...
[2025-12-12T20:19:20.042537] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-12T20:19:20.042567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-12T20:19:20.053742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-12T20:19:20.054067] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-12T20:19:20.054843] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-12T20:19:20.054894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:20.054925] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:20.054951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:20.055006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:20.117248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:20.118262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:20.118339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:20.118370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:20.236392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:20.236554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:20.236614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:20.236643] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:20.240289] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-12T20:19:20.240673] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-12T20:19:20.240813] [INFO ] [sig       ] CMCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:20.387862] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMCO.txt
[2025-12-12T20:19:20.388016] [INFO ] [sig       ] [731/3596] Completed CMCO in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-12T20:19:20.388056] [INFO ] [sig       ] [732/3596] Forecasting CMCSA...
[2025-12-12T20:19:20.388085] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-12T20:19:20.388114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-12T20:19:20.399531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-12T20:19:20.399918] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-12T20:19:20.400706] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-12T20:19:20.400757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:20.400788] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:20.400814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:20.400869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:20.457826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:20.458560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:20.458657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:20.458689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:20.581710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:20.581860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:20.581899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:20.581926] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:20.585249] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=24.28%)
[2025-12-12T20:19:20.585534] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-12T20:19:20.585684] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:20.727098] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMCSA.txt
[2025-12-12T20:19:20.727238] [INFO ] [sig       ] [732/3596] Completed CMCSA in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-12T20:19:20.727275] [INFO ] [sig       ] [733/3596] Forecasting CME...
[2025-12-12T20:19:20.727305] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-12T20:19:20.727335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-12T20:19:20.739239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-12T20:19:20.739598] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-12T20:19:20.740452] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-12T20:19:20.740517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:20.740556] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:20.740623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:20.740693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:20.806723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:20.807776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:20.807861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:20.807894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:20.936391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:20.936596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:20.936644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:20.936673] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:20.940098] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-12T20:19:20.940377] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-12T20:19:20.940508] [INFO ] [sig       ] CME: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:21.078594] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CME.txt
[2025-12-12T20:19:21.078743] [INFO ] [sig       ] [733/3596] Completed CME in 0.4s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:21.078781] [INFO ] [sig       ] [734/3596] Forecasting CMG...
[2025-12-12T20:19:21.078810] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-12T20:19:21.078841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-12T20:19:21.090300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-12T20:19:21.090602] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-12T20:19:21.091378] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-12T20:19:21.091430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:21.091461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:21.091488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:21.091544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:21.151304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:21.152122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:21.152232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:21.152265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:21.270078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:21.270215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:21.270255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:21.270283] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:21.273546] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-12T20:19:21.273845] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-12T20:19:21.273969] [INFO ] [sig       ] CMG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:21.420341] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMG.txt
[2025-12-12T20:19:21.420570] [INFO ] [sig       ] [734/3596] Completed CMG in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:21.420653] [INFO ] [sig       ] [735/3596] Forecasting CMI...
[2025-12-12T20:19:21.420698] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-12T20:19:21.420747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-12T20:19:21.432544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-12T20:19:21.432936] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-12T20:19:21.433795] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-12T20:19:21.433849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:21.433881] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:21.433908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:21.433966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:21.495557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:21.496530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:21.496631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:21.496671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:21.621648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:21.621810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:21.621851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:21.621880] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:21.625412] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-12T20:19:21.625790] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-12T20:19:21.625933] [INFO ] [sig       ] CMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:21.769954] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMI.txt
[2025-12-12T20:19:21.770113] [INFO ] [sig       ] [735/3596] Completed CMI in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:21.770151] [INFO ] [sig       ] [736/3596] Forecasting CMMB...
[2025-12-12T20:19:21.770181] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-12T20:19:21.770212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-12T20:19:21.781207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-12T20:19:21.781562] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-12T20:19:21.782343] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-12T20:19:21.782393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:21.782448] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:21.782474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:21.782529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:21.840067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:21.840936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:21.841015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:21.841046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:21.959684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:21.959847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:21.959890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:21.959917] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:21.963555] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-12T20:19:21.963872] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-12T20:19:21.964007] [INFO ] [sig       ] CMMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:22.107353] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMMB.txt
[2025-12-12T20:19:22.107513] [INFO ] [sig       ] [736/3596] Completed CMMB in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:22.107551] [INFO ] [sig       ] [737/3596] Forecasting CMP...
[2025-12-12T20:19:22.107600] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-12T20:19:22.107632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-12T20:19:22.119562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-12T20:19:22.119992] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-12T20:19:22.120816] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-12T20:19:22.120882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:22.120913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:22.120940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:22.120997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:22.180541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:22.181404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:22.181485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:22.181520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:22.306011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:22.306166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:22.306206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:22.306236] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:22.309771] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-12T20:19:22.310061] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-12T20:19:22.310190] [INFO ] [sig       ] CMP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:22.459495] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMP.txt
[2025-12-12T20:19:22.459736] [INFO ] [sig       ] [737/3596] Completed CMP in 0.4s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:22.459778] [INFO ] [sig       ] [738/3596] Forecasting CMPO...
[2025-12-12T20:19:22.459811] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-12T20:19:22.459840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-12T20:19:22.472359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-12T20:19:22.472813] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-12T20:19:22.473690] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-12T20:19:22.473748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:22.473781] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:22.473808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:22.473863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:22.533778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:22.534677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:22.534762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:22.534794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:22.658460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:22.658636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:22.658676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:22.658703] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:22.662130] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-12T20:19:22.662414] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-12T20:19:22.662542] [INFO ] [sig       ] CMPO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:22.811434] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMPO.txt
[2025-12-12T20:19:22.811631] [INFO ] [sig       ] [738/3596] Completed CMPO in 0.4s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:22.811682] [INFO ] [sig       ] [739/3596] Forecasting CMPS...
[2025-12-12T20:19:22.811712] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-12T20:19:22.811741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-12T20:19:22.825851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-12T20:19:22.826282] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-12T20:19:22.827266] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-12T20:19:22.827329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:22.827370] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:22.827407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:22.827484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:22.887210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:22.888182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:22.888283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:22.888327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:23.012737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:23.012897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:23.012935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:23.012963] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:23.016243] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-12T20:19:23.016519] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-12T20:19:23.016659] [INFO ] [sig       ] CMPS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:23.157780] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMPS.txt
[2025-12-12T20:19:23.157941] [INFO ] [sig       ] [739/3596] Completed CMPS in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:23.157980] [INFO ] [sig       ] [740/3596] Forecasting CMPX...
[2025-12-12T20:19:23.158009] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-12T20:19:23.158038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-12T20:19:23.170378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-12T20:19:23.170762] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-12T20:19:23.171529] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-12T20:19:23.171607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:23.171641] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:23.171668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:23.171723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:23.230513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:23.231432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:23.231524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:23.231559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:23.349067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:23.349229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:23.349272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:23.349302] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:23.352884] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-12-12T20:19:23.353193] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-12T20:19:23.353329] [INFO ] [sig       ] CMPX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:23.496858] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMPX.txt
[2025-12-12T20:19:23.497020] [INFO ] [sig       ] [740/3596] Completed CMPX in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:23.497064] [INFO ] [sig       ] [741/3596] Forecasting CMRE...
[2025-12-12T20:19:23.497094] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-12T20:19:23.497126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-12T20:19:23.510022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-12T20:19:23.510364] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-12T20:19:23.511173] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-12T20:19:23.511227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:23.511287] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:23.511321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:23.511395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:23.571223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:23.572064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:23.572144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:23.572176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:23.696296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:23.696447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:23.696486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:23.696514] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:23.699893] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-12T20:19:23.700162] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-12T20:19:23.700285] [INFO ] [sig       ] CMRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:23.842256] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMRE.txt
[2025-12-12T20:19:23.842432] [INFO ] [sig       ] [741/3596] Completed CMRE in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:23.842480] [INFO ] [sig       ] [742/3596] Forecasting CMS...
[2025-12-12T20:19:23.842514] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-12T20:19:23.842558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-12T20:19:23.854028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-12T20:19:23.854366] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-12T20:19:23.855344] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-12T20:19:23.855395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:23.855425] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:23.855452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:23.855520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:23.916631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:23.917287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:23.917364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:23.917398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:24.041713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:24.041867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:24.041907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:24.041938] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:24.045313] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-12T20:19:24.045652] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-12T20:19:24.045778] [INFO ] [sig       ] CMS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:24.191056] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMS.txt
[2025-12-12T20:19:24.191205] [INFO ] [sig       ] [742/3596] Completed CMS in 0.3s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:24.191244] [INFO ] [sig       ] [743/3596] Forecasting CMSA...
[2025-12-12T20:19:24.191274] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-12T20:19:24.191304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-12T20:19:24.203167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-12T20:19:24.203555] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-12T20:19:24.204556] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-12T20:19:24.204640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:24.204688] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:24.204728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:24.204802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:24.283339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:24.284284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:24.284374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:24.284409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:24.400911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:24.401059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:24.401098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:24.401125] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:24.404847] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-12T20:19:24.405114] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-12T20:19:24.405236] [INFO ] [sig       ] CMSA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:24.567721] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMSA.txt
[2025-12-12T20:19:24.567943] [INFO ] [sig       ] [743/3596] Completed CMSA in 0.4s | 2.85 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-12T20:19:24.568005] [INFO ] [sig       ] [744/3596] Forecasting CMSC...
[2025-12-12T20:19:24.568053] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-12T20:19:24.568100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-12T20:19:24.581110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-12T20:19:24.581528] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-12T20:19:24.582531] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-12T20:19:24.582615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:24.582660] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:24.582689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:24.582757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:24.657267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:24.658273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:24.658378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:24.658423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:24.788938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:24.789097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:24.789155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:24.789224] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:24.793375] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2025-12-12T20:19:24.793794] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-12T20:19:24.793970] [INFO ] [sig       ] CMSC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:24.997190] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMSC.txt
[2025-12-12T20:19:24.997381] [INFO ] [sig       ] [744/3596] Completed CMSC in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:24.997422] [INFO ] [sig       ] [745/3596] Forecasting CMSD...
[2025-12-12T20:19:24.997452] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-12T20:19:24.997482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-12T20:19:25.010894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-12T20:19:25.011323] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-12T20:19:25.012284] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-12T20:19:25.012342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:25.012374] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:25.012413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:25.012516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:25.079843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:25.080789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:25.080881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:25.080914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:25.258231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:25.258430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:25.258496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:25.258546] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:25.264651] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-12T20:19:25.265187] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-12T20:19:25.265386] [INFO ] [sig       ] CMSD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:25.480960] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMSD.txt
[2025-12-12T20:19:25.481181] [INFO ] [sig       ] [745/3596] Completed CMSD in 0.5s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:25.481227] [INFO ] [sig       ] [746/3596] Forecasting CMTG...
[2025-12-12T20:19:25.481262] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-12T20:19:25.481297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-12T20:19:25.505022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-12T20:19:25.506666] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-12T20:19:25.508146] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-12T20:19:25.508219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:25.508262] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:25.508303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:25.508382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:25.592907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:25.594172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:25.594290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:25.594346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:25.751613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:25.751829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:25.751887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:25.751933] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:25.757060] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-12T20:19:25.757555] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-12T20:19:25.757783] [INFO ] [sig       ] CMTG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:25.944230] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CMTG.txt
[2025-12-12T20:19:25.944397] [INFO ] [sig       ] [746/3596] Completed CMTG in 0.5s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:25.944436] [INFO ] [sig       ] [747/3596] Forecasting CMTL...
[2025-12-12T20:19:25.944465] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-12T20:19:25.944496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-12T20:19:25.958454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-12T20:19:25.958887] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-12T20:19:25.959800] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-12T20:19:25.959855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:25.959887] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:25.959913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:25.959970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:26.019854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:26.021049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:26.021158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:26.021210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:26.163744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:26.163900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:26.163942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:26.163971] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:26.167401] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=30.42%)
[2025-12-12T20:19:26.167727] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-12T20:19:26.167878] [INFO ] [sig       ] CMTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:26.328014] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CMTL.txt
[2025-12-12T20:19:26.328185] [INFO ] [sig       ] [747/3596] Completed CMTL in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:26.328238] [INFO ] [sig       ] [748/3596] Forecasting CNA...
[2025-12-12T20:19:26.328293] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-12T20:19:26.328338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-12T20:19:26.341301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-12T20:19:26.341748] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-12T20:19:26.342689] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-12T20:19:26.342756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:26.342817] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:26.342863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:26.342931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:26.404263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:26.405140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:26.405228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:26.405263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:26.528450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:26.528619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:26.528662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:26.528691] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:26.532131] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=50.03%)
[2025-12-12T20:19:26.532408] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-12T20:19:26.532533] [INFO ] [sig       ] CNA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:26.669764] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNA.txt
[2025-12-12T20:19:26.669889] [INFO ] [sig       ] [748/3596] Completed CNA in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:26.669927] [INFO ] [sig       ] [749/3596] Forecasting CNC...
[2025-12-12T20:19:26.669956] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-12T20:19:26.669986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-12T20:19:26.681044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-12T20:19:26.681335] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-12T20:19:26.682157] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-12T20:19:26.682209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:26.682240] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:26.682267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:26.682323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:26.739686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:26.740343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:26.740420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:26.740453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:26.860892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:26.861051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:26.861091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:26.861118] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:26.864486] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-12T20:19:26.864813] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-12T20:19:26.864949] [INFO ] [sig       ] CNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:27.008693] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNC.txt
[2025-12-12T20:19:27.008848] [INFO ] [sig       ] [749/3596] Completed CNC in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:27.008887] [INFO ] [sig       ] [750/3596] Forecasting CNF...
[2025-12-12T20:19:27.008916] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-12T20:19:27.008945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-12T20:19:27.022256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-12T20:19:27.022646] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-12T20:19:27.023430] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-12T20:19:27.023482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:27.023514] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:27.023541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:27.023618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:27.084209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:27.084887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:27.084968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:27.085000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:27.193103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:27.193250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:27.193288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:27.193315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:27.196681] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-12-12T20:19:27.196948] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-12T20:19:27.197068] [INFO ] [sig       ] CNF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:27.335274] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNF.txt
[2025-12-12T20:19:27.335405] [INFO ] [sig       ] [750/3596] Completed CNF in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:27.335444] [INFO ] [sig       ] [751/3596] Forecasting CNI...
[2025-12-12T20:19:27.335472] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-12T20:19:27.335502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-12T20:19:27.348697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-12T20:19:27.349115] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-12T20:19:27.350050] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-12T20:19:27.350103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:27.350134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:27.350161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:27.350217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:27.407504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:27.408289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:27.408367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:27.408431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:27.529428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:27.529585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:27.529651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:27.529681] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:27.532995] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=72.11%)
[2025-12-12T20:19:27.533260] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-12T20:19:27.533376] [INFO ] [sig       ] CNI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:27.673450] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNI.txt
[2025-12-12T20:19:27.673603] [INFO ] [sig       ] [751/3596] Completed CNI in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:27.673643] [INFO ] [sig       ] [752/3596] Forecasting CNK...
[2025-12-12T20:19:27.673683] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-12T20:19:27.673714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-12T20:19:27.685556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-12T20:19:27.685875] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-12T20:19:27.686680] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-12T20:19:27.686733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:27.686765] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:27.686792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:27.686855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:27.744566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:27.745221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:27.745298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:27.745329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:27.865833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:27.865968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:27.866006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:27.866034] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:27.869383] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-12-12T20:19:27.869696] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-12T20:19:27.869821] [INFO ] [sig       ] CNK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:28.008732] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNK.txt
[2025-12-12T20:19:28.008863] [INFO ] [sig       ] [752/3596] Completed CNK in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-12T20:19:28.008900] [INFO ] [sig       ] [753/3596] Forecasting CNM...
[2025-12-12T20:19:28.008930] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-12T20:19:28.008960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-12T20:19:28.021039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-12T20:19:28.021440] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-12T20:19:28.022254] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-12T20:19:28.022306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:28.022337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:28.022363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:28.022418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:28.079628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:28.080469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:28.080550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:28.080601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:28.207206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:28.207369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:28.207410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:28.207438] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:28.210929] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-12T20:19:28.211241] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-12T20:19:28.211380] [INFO ] [sig       ] CNM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:28.359474] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNM.txt
[2025-12-12T20:19:28.359667] [INFO ] [sig       ] [753/3596] Completed CNM in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-12T20:19:28.359709] [INFO ] [sig       ] [754/3596] Forecasting CNMD...
[2025-12-12T20:19:28.359738] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-12T20:19:28.359768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-12T20:19:28.371621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-12T20:19:28.371991] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-12T20:19:28.372801] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-12T20:19:28.372854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:28.372885] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:28.372912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:28.372968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:28.430130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:28.431013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:28.431094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:28.431126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:28.551205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:28.551364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:28.551404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:28.551430] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:28.554795] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-12T20:19:28.555075] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-12T20:19:28.555202] [INFO ] [sig       ] CNMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:28.696952] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNMD.txt
[2025-12-12T20:19:28.697159] [INFO ] [sig       ] [754/3596] Completed CNMD in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-12T20:19:28.697200] [INFO ] [sig       ] [755/3596] Forecasting CNNE...
[2025-12-12T20:19:28.697230] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-12T20:19:28.697267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-12T20:19:28.709683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-12T20:19:28.710068] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-12T20:19:28.710906] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-12T20:19:28.710957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:28.710989] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:28.711015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:28.711071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:28.767836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:28.768716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:28.768808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:28.768840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:28.891406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:28.891559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:28.891616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:28.891661] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:28.895005] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-12T20:19:28.895270] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-12T20:19:28.895391] [INFO ] [sig       ] CNNE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:29.037180] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNNE.txt
[2025-12-12T20:19:29.037374] [INFO ] [sig       ] [755/3596] Completed CNNE in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-12T20:19:29.037426] [INFO ] [sig       ] [756/3596] Forecasting CNO...
[2025-12-12T20:19:29.037467] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-12T20:19:29.037506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-12T20:19:29.053107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-12T20:19:29.053623] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-12T20:19:29.054656] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-12T20:19:29.054708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:29.054740] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:29.054767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:29.054822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:29.117568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:29.118483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:29.118596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:29.118646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:29.242369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:29.242535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:29.242593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:29.242625] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:29.246020] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-12T20:19:29.246351] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-12T20:19:29.246486] [INFO ] [sig       ] CNO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:29.387120] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNO.txt
[2025-12-12T20:19:29.387299] [INFO ] [sig       ] [756/3596] Completed CNO in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-12T20:19:29.387341] [INFO ] [sig       ] [757/3596] Forecasting CNOB...
[2025-12-12T20:19:29.387373] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-12T20:19:29.387406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-12T20:19:29.400895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-12T20:19:29.401483] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-12T20:19:29.402286] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-12T20:19:29.402337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:29.402369] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:29.402394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:29.402448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:29.458920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:29.459830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:29.459917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:29.459966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:29.580605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:29.580777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:29.580824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:29.580852] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:29.584378] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-12T20:19:29.584766] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-12T20:19:29.584914] [INFO ] [sig       ] CNOB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:29.726179] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNOB.txt
[2025-12-12T20:19:29.726339] [INFO ] [sig       ] [757/3596] Completed CNOB in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-12T20:19:29.726377] [INFO ] [sig       ] [758/3596] Forecasting CNP...
[2025-12-12T20:19:29.726407] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-12T20:19:29.726437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-12T20:19:29.737838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-12T20:19:29.738128] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-12T20:19:29.738907] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-12T20:19:29.738957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:29.739013] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:29.739041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:29.739097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:29.797062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:29.797681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:29.797756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:29.797787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:29.920942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:29.921090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:29.921127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:29.921155] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:29.924458] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-12-12T20:19:29.924750] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-12T20:19:29.924873] [INFO ] [sig       ] CNP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:30.062297] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNP.txt
[2025-12-12T20:19:30.062434] [INFO ] [sig       ] [758/3596] Completed CNP in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-12T20:19:30.062473] [INFO ] [sig       ] [759/3596] Forecasting CNQ...
[2025-12-12T20:19:30.062503] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-12T20:19:30.062533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-12T20:19:30.073981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-12T20:19:30.074345] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-12T20:19:30.075261] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-12T20:19:30.075328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:30.075379] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:30.075413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:30.075484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:30.138876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:30.139962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:30.140062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:30.140096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:30.267112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:30.267242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:30.267281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:30.267309] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:30.270725] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-12T20:19:30.271007] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-12T20:19:30.271130] [INFO ] [sig       ] CNQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:30.425948] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNQ.txt
[2025-12-12T20:19:30.426303] [INFO ] [sig       ] [759/3596] Completed CNQ in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-12T20:19:30.426343] [INFO ] [sig       ] [760/3596] Forecasting CNS...
[2025-12-12T20:19:30.426400] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-12T20:19:30.426449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-12T20:19:30.438021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-12T20:19:30.438428] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-12T20:19:30.439448] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-12T20:19:30.439500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:30.439532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:30.439557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:30.439658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:30.503130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:30.504008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:30.504091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:30.504124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:30.626619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:30.626786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:30.626841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:30.626874] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:30.630985] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-12T20:19:30.631284] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-12T20:19:30.631420] [INFO ] [sig       ] CNS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:30.791115] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNS.txt
[2025-12-12T20:19:30.791279] [INFO ] [sig       ] [760/3596] Completed CNS in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:30.791317] [INFO ] [sig       ] [761/3596] Forecasting CNSP...
[2025-12-12T20:19:30.791348] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-12T20:19:30.791387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-12T20:19:30.803196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-12T20:19:30.803551] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-12T20:19:30.804347] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-12T20:19:30.804408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:30.804439] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:30.804464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:30.804519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:30.862414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:30.863225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:30.863303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:30.863335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:30.986851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:30.987001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:30.987041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:30.987068] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:30.990462] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-12-12T20:19:30.990759] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-12T20:19:30.990878] [INFO ] [sig       ] CNSP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:31.132467] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNSP.txt
[2025-12-12T20:19:31.132628] [INFO ] [sig       ] [761/3596] Completed CNSP in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:31.132669] [INFO ] [sig       ] [762/3596] Forecasting CNTA...
[2025-12-12T20:19:31.132698] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-12T20:19:31.132728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-12T20:19:31.145348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-12T20:19:31.145705] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-12T20:19:31.146511] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-12T20:19:31.146563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:31.146616] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:31.146643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:31.146699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:31.206070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:31.206911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:31.206996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:31.207029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:31.324642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:31.324823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:31.324875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:31.324918] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:31.329260] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-12-12T20:19:31.329554] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-12T20:19:31.329740] [INFO ] [sig       ] CNTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:31.476769] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNTA.txt
[2025-12-12T20:19:31.476938] [INFO ] [sig       ] [762/3596] Completed CNTA in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:31.476979] [INFO ] [sig       ] [763/3596] Forecasting CNTY...
[2025-12-12T20:19:31.477010] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-12T20:19:31.477042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-12T20:19:31.488939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-12T20:19:31.489329] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-12T20:19:31.490232] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-12T20:19:31.490284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:31.490316] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:31.490342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:31.490399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:31.554936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:31.555796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:31.555878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:31.555911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:31.689165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:31.689336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:31.689383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:31.689418] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:31.693875] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-12T20:19:31.694213] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-12T20:19:31.694360] [INFO ] [sig       ] CNTY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:31.850402] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNTY.txt
[2025-12-12T20:19:31.850566] [INFO ] [sig       ] [763/3596] Completed CNTY in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:31.850624] [INFO ] [sig       ] [764/3596] Forecasting CNVS...
[2025-12-12T20:19:31.850653] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-12T20:19:31.850683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-12T20:19:31.862743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-12T20:19:31.863052] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-12T20:19:31.863877] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-12T20:19:31.863936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:31.863969] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:31.863995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:31.864051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:31.922696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:31.923635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:31.923722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:31.923755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:32.047134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:32.047288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:32.047328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:32.047356] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:32.050936] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-12T20:19:32.051218] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-12T20:19:32.051343] [INFO ] [sig       ] CNVS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:32.200369] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNVS.txt
[2025-12-12T20:19:32.200544] [INFO ] [sig       ] [764/3596] Completed CNVS in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:32.200604] [INFO ] [sig       ] [765/3596] Forecasting CNX...
[2025-12-12T20:19:32.200635] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-12T20:19:32.200665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-12T20:19:32.212611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-12T20:19:32.212965] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-12T20:19:32.213813] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-12T20:19:32.213867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:32.213899] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:32.213926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:32.213983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:32.273659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:32.274517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:32.274617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:32.274653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:32.397199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:32.397371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:32.397422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:32.397460] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:32.401118] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-12-12T20:19:32.401441] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-12T20:19:32.401603] [INFO ] [sig       ] CNX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:32.544829] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNX.txt
[2025-12-12T20:19:32.544990] [INFO ] [sig       ] [765/3596] Completed CNX in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:32.545032] [INFO ] [sig       ] [766/3596] Forecasting CNXC...
[2025-12-12T20:19:32.545062] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-12T20:19:32.545091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-12T20:19:32.560299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-12T20:19:32.560825] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-12T20:19:32.561927] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-12T20:19:32.561991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:32.562036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:32.562080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:32.562162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:32.622404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:32.623272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:32.623353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:32.623386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:32.744923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:32.745096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:32.745146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:32.745186] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:32.748721] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-12-12T20:19:32.749024] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-12T20:19:32.749156] [INFO ] [sig       ] CNXC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:32.899154] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CNXC.txt
[2025-12-12T20:19:32.899311] [INFO ] [sig       ] [766/3596] Completed CNXC in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:32.899349] [INFO ] [sig       ] [767/3596] Forecasting CNXN...
[2025-12-12T20:19:32.899379] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-12T20:19:32.899408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-12T20:19:32.911120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-12T20:19:32.911525] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-12T20:19:32.912356] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-12T20:19:32.912409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:32.912441] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:32.912469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:32.912526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:32.976121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:32.977088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:32.977180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:32.977213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:33.098682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:33.098854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:33.098895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:33.098923] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:33.102301] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-12-12T20:19:33.102593] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-12T20:19:33.102718] [INFO ] [sig       ] CNXN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:33.241455] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CNXN.txt
[2025-12-12T20:19:33.241631] [INFO ] [sig       ] [767/3596] Completed CNXN in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:33.241672] [INFO ] [sig       ] [768/3596] Forecasting COCO...
[2025-12-12T20:19:33.241702] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-12T20:19:33.241752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-12T20:19:33.253321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-12T20:19:33.253689] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-12T20:19:33.254464] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-12T20:19:33.254517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:33.254547] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:33.254594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:33.254655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:33.312302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:33.313160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:33.313273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:33.313308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:33.436416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:33.436608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:33.436651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:33.436681] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:33.440155] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-12T20:19:33.440452] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-12T20:19:33.440606] [INFO ] [sig       ] COCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:33.599063] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COCO.txt
[2025-12-12T20:19:33.599228] [INFO ] [sig       ] [768/3596] Completed COCO in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:33.599269] [INFO ] [sig       ] [769/3596] Forecasting CODA...
[2025-12-12T20:19:33.599300] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-12T20:19:33.599330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-12T20:19:33.611810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-12T20:19:33.612193] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-12T20:19:33.613045] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-12T20:19:33.613099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:33.613132] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:33.613159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:33.613221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:33.678842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:33.679836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:33.679927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:33.679967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:33.803851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:33.804006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:33.804046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:33.804075] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:33.807567] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-12T20:19:33.807958] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-12T20:19:33.808099] [INFO ] [sig       ] CODA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:33.957213] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CODA.txt
[2025-12-12T20:19:33.957380] [INFO ] [sig       ] [769/3596] Completed CODA in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-12T20:19:33.957420] [INFO ] [sig       ] [770/3596] Forecasting CODI...
[2025-12-12T20:19:33.957450] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-12T20:19:33.957488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-12T20:19:33.971167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-12T20:19:33.971538] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-12T20:19:33.972405] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-12T20:19:33.972468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:33.972516] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:33.972557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:33.972636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:34.030838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:34.031683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:34.031779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:34.031819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:34.155495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:34.155665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:34.155706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:34.155739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:34.159280] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-12T20:19:34.159550] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-12T20:19:34.159720] [INFO ] [sig       ] CODI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:34.304184] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CODI.txt
[2025-12-12T20:19:34.304331] [INFO ] [sig       ] [770/3596] Completed CODI in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-12T20:19:34.304370] [INFO ] [sig       ] [771/3596] Forecasting COEP...
[2025-12-12T20:19:34.304401] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-12T20:19:34.304432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-12T20:19:34.315800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-12T20:19:34.316141] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-12T20:19:34.316945] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-12T20:19:34.316997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:34.317029] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:34.317056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:34.317112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:34.379587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:34.380507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:34.380607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:34.380643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:34.518331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:34.518521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:34.518595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:34.518634] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:34.522409] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: DOWN (p=34.17%)
[2025-12-12T20:19:34.522715] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-12T20:19:34.522842] [INFO ] [sig       ] COEP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:34.677629] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COEP.txt
[2025-12-12T20:19:34.677817] [INFO ] [sig       ] [771/3596] Completed COEP in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-12T20:19:34.677862] [INFO ] [sig       ] [772/3596] Forecasting COF...
[2025-12-12T20:19:34.677894] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-12T20:19:34.677925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-12T20:19:34.690887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-12T20:19:34.691243] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-12T20:19:34.692168] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-12T20:19:34.692221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:34.692278] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:34.692311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:34.692392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:34.755113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:34.756010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:34.756093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:34.756126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:34.880068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:34.880220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:34.880261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:34.880289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:34.883746] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-12T20:19:34.884027] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-12T20:19:34.884151] [INFO ] [sig       ] COF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:35.024000] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/COF.txt
[2025-12-12T20:19:35.024145] [INFO ] [sig       ] [772/3596] Completed COF in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-12T20:19:35.024182] [INFO ] [sig       ] [773/3596] Forecasting COFS...
[2025-12-12T20:19:35.024212] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-12T20:19:35.024242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-12T20:19:35.035659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-12T20:19:35.035955] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-12T20:19:35.036722] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-12T20:19:35.036773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:35.036803] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:35.036829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:35.036884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:35.095410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:35.096254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:35.096333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:35.096365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:35.212478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:35.212673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:35.212715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:35.212744] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:35.216372] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=48.92%)
[2025-12-12T20:19:35.216686] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-12T20:19:35.216815] [INFO ] [sig       ] COFS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:35.356373] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COFS.txt
[2025-12-12T20:19:35.356496] [INFO ] [sig       ] [773/3596] Completed COFS in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-12T20:19:35.356533] [INFO ] [sig       ] [774/3596] Forecasting COIN...
[2025-12-12T20:19:35.356561] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-12T20:19:35.356617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-12T20:19:35.367797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-12T20:19:35.368114] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-12T20:19:35.368925] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-12T20:19:35.368975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:35.369007] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:35.369033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:35.369096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:35.427761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:35.428557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:35.428656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:35.428689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:35.554100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:35.554246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:35.554286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:35.554314] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:35.557720] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-12T20:19:35.558022] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-12T20:19:35.558140] [INFO ] [sig       ] COIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:35.698180] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COIN.txt
[2025-12-12T20:19:35.698308] [INFO ] [sig       ] [774/3596] Completed COIN in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-12T20:19:35.698359] [INFO ] [sig       ] [775/3596] Forecasting COKE...
[2025-12-12T20:19:35.698392] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-12T20:19:35.698421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-12T20:19:35.709775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-12T20:19:35.710058] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-12T20:19:35.710864] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-12T20:19:35.710926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:35.710988] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:35.711017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:35.711072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:35.769456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:35.770171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:35.770249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:35.770283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:35.891924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:35.892099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:35.892159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:35.892188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:35.895652] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-12-12T20:19:35.895931] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-12T20:19:35.896053] [INFO ] [sig       ] COKE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:36.033859] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/COKE.txt
[2025-12-12T20:19:36.034007] [INFO ] [sig       ] [775/3596] Completed COKE in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-12T20:19:36.034051] [INFO ] [sig       ] [776/3596] Forecasting COLB...
[2025-12-12T20:19:36.034081] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-12T20:19:36.034111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-12T20:19:36.299126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-12T20:19:36.299452] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-12T20:19:36.300294] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-12T20:19:36.300346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:36.300378] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:36.300404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:36.300462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:36.362640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:36.363325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:36.363428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:36.363462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:36.484999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:36.485159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:36.485200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:36.485228] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:36.488678] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-12T20:19:36.488970] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-12T20:19:36.489099] [INFO ] [sig       ] COLB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:36.628104] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COLB.txt
[2025-12-12T20:19:36.628231] [INFO ] [sig       ] [776/3596] Completed COLB in 0.6s | 2.84 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-12T20:19:36.628270] [INFO ] [sig       ] [777/3596] Forecasting COLD...
[2025-12-12T20:19:36.628298] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-12T20:19:36.628328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-12T20:19:36.643180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-12T20:19:36.643505] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-12T20:19:36.644287] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-12T20:19:36.644338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:36.644369] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:36.644395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:36.644450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:36.702491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:36.703392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:36.703477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:36.703509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:36.827550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:36.827781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:36.827843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:36.827890] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:36.833031] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-12-12T20:19:36.833538] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-12T20:19:36.833818] [INFO ] [sig       ] COLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:36.982994] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/COLD.txt
[2025-12-12T20:19:36.983167] [INFO ] [sig       ] [777/3596] Completed COLD in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:36.983207] [INFO ] [sig       ] [778/3596] Forecasting COLL...
[2025-12-12T20:19:36.983251] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-12T20:19:36.983284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-12T20:19:36.995449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-12T20:19:36.995803] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-12T20:19:36.996649] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-12T20:19:36.996703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:36.996736] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:36.996765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:36.996823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:37.053663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:37.054265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:37.054342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:37.054373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:37.182143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:37.182300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:37.182341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:37.182410] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:37.185892] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-12T20:19:37.186185] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-12T20:19:37.186319] [INFO ] [sig       ] COLL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:37.334546] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COLL.txt
[2025-12-12T20:19:37.334747] [INFO ] [sig       ] [778/3596] Completed COLL in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:37.334793] [INFO ] [sig       ] [779/3596] Forecasting COLM...
[2025-12-12T20:19:37.334830] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-12T20:19:37.334862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-12T20:19:37.346783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-12T20:19:37.347126] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-12T20:19:37.347967] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-12T20:19:37.348020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:37.348052] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:37.348079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:37.348136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:37.410400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:37.411114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:37.411194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:37.411225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:37.537026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:37.537182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:37.537239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:37.537269] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:37.540785] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-12-12T20:19:37.541091] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-12T20:19:37.541214] [INFO ] [sig       ] COLM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:37.692038] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COLM.txt
[2025-12-12T20:19:37.692207] [INFO ] [sig       ] [779/3596] Completed COLM in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:37.692253] [INFO ] [sig       ] [780/3596] Forecasting COMM...
[2025-12-12T20:19:37.692283] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-12T20:19:37.692312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-12T20:19:37.704269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-12T20:19:37.704595] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-12T20:19:37.705389] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-12T20:19:37.705441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:37.705472] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:37.705499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:37.705555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:37.768281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:37.769125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:37.769210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:37.769246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:37.897821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:37.897996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:37.898036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:37.898065] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:37.901892] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-12T20:19:37.902291] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-12T20:19:37.902469] [INFO ] [sig       ] COMM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:38.055751] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COMM.txt
[2025-12-12T20:19:38.055921] [INFO ] [sig       ] [780/3596] Completed COMM in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:38.055959] [INFO ] [sig       ] [781/3596] Forecasting COMP...
[2025-12-12T20:19:38.055988] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-12T20:19:38.056018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-12T20:19:38.067536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-12T20:19:38.067896] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-12T20:19:38.068688] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-12T20:19:38.068740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:38.068772] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:38.068798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:38.068854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:38.125889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:38.126635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:38.126730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:38.126762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:38.251315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:38.251465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:38.251503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:38.251530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:38.255048] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=39.51%)
[2025-12-12T20:19:38.255322] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-12T20:19:38.255444] [INFO ] [sig       ] COMP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:38.395887] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COMP.txt
[2025-12-12T20:19:38.396066] [INFO ] [sig       ] [781/3596] Completed COMP in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:38.396107] [INFO ] [sig       ] [782/3596] Forecasting CONL...
[2025-12-12T20:19:38.396136] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-12T20:19:38.396165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-12T20:19:38.407506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-12T20:19:38.407839] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-12T20:19:38.408676] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-12T20:19:38.408727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:38.408760] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:38.408786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:38.408854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:38.468864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:38.469656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:38.469746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:38.469789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:38.595249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:38.595400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:38.595439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:38.595467] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:38.598963] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-12T20:19:38.599240] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-12T20:19:38.599379] [INFO ] [sig       ] CONL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:38.745894] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CONL.txt
[2025-12-12T20:19:38.746058] [INFO ] [sig       ] [782/3596] Completed CONL in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:38.746098] [INFO ] [sig       ] [783/3596] Forecasting COO...
[2025-12-12T20:19:38.746128] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-12T20:19:38.746159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-12T20:19:38.758232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-12T20:19:38.758525] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-12T20:19:38.759331] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-12T20:19:38.759383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:38.759425] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:38.759453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:38.759509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:38.818919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:38.819672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:38.819754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:38.819787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:38.943589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:38.943741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:38.943781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:38.943809] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:38.947206] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2025-12-12T20:19:38.947480] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-12T20:19:38.947620] [INFO ] [sig       ] COO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:39.092157] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COO.txt
[2025-12-12T20:19:39.092321] [INFO ] [sig       ] [783/3596] Completed COO in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:39.092362] [INFO ] [sig       ] [784/3596] Forecasting COP...
[2025-12-12T20:19:39.092393] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-12T20:19:39.092424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-12T20:19:39.104238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-12T20:19:39.104654] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-12T20:19:39.105523] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-12T20:19:39.105608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:39.105642] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:39.105669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:39.105725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:39.164829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:39.165665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:39.165741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:39.165773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:39.281494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:39.281659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:39.281698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:39.281726] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:39.284992] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-12-12T20:19:39.285259] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-12T20:19:39.285378] [INFO ] [sig       ] COP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:39.441829] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COP.txt
[2025-12-12T20:19:39.442020] [INFO ] [sig       ] [784/3596] Completed COP in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:39.442058] [INFO ] [sig       ] [785/3596] Forecasting COPP...
[2025-12-12T20:19:39.442085] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-12T20:19:39.442115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-12T20:19:39.453527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-12T20:19:39.453916] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-12T20:19:39.454931] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-12T20:19:39.454982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:39.455012] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:39.455039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:39.455095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:39.515535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:39.516422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:39.516596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:39.516636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:39.635503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:39.635671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:39.635712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:39.635740] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:39.639078] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-12T20:19:39.639350] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-12T20:19:39.639471] [INFO ] [sig       ] COPP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:39.826251] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/COPP.txt
[2025-12-12T20:19:39.826391] [INFO ] [sig       ] [785/3596] Completed COPP in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:39.826428] [INFO ] [sig       ] [786/3596] Forecasting CORZ...
[2025-12-12T20:19:39.826457] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-12T20:19:39.826487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-12T20:19:39.837270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-12T20:19:39.837566] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-12T20:19:39.838349] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-12T20:19:39.838400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:39.838431] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:39.838457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:39.838513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:39.896721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:39.897551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:39.897649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:39.897681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:40.020423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:40.020586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:40.020626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:40.020655] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:40.023953] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-12T20:19:40.024223] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-12T20:19:40.024348] [INFO ] [sig       ] CORZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:40.172791] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CORZ.txt
[2025-12-12T20:19:40.172974] [INFO ] [sig       ] [786/3596] Completed CORZ in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:40.173021] [INFO ] [sig       ] [787/3596] Forecasting CORZZ...
[2025-12-12T20:19:40.173065] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-12T20:19:40.173098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-12T20:19:40.185375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-12T20:19:40.185744] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-12T20:19:40.186546] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-12T20:19:40.186616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:40.186651] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:40.186679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:40.186736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:40.249378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:40.250470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:40.250556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:40.250611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:40.372006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:40.372161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:40.372203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:40.372233] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:40.375780] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-12T20:19:40.376058] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-12T20:19:40.376185] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:40.527811] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CORZZ.txt
[2025-12-12T20:19:40.527985] [INFO ] [sig       ] [787/3596] Completed CORZZ in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:40.528026] [INFO ] [sig       ] [788/3596] Forecasting COTY...
[2025-12-12T20:19:40.528057] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-12T20:19:40.528088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-12T20:19:40.541771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-12T20:19:40.542195] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-12T20:19:40.543129] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-12T20:19:40.543188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:40.543226] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:40.543257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:40.543325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:40.606744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:40.607624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:40.607704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:40.607737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:40.730328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:40.730479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:40.730520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:40.730549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:40.733963] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-12T20:19:40.734238] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-12T20:19:40.734360] [INFO ] [sig       ] COTY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:40.874419] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COTY.txt
[2025-12-12T20:19:40.874596] [INFO ] [sig       ] [788/3596] Completed COTY in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-12T20:19:40.874638] [INFO ] [sig       ] [789/3596] Forecasting COWG...
[2025-12-12T20:19:40.874667] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-12T20:19:40.874698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-12T20:19:40.886361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-12T20:19:40.886746] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-12T20:19:40.887526] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-12T20:19:40.887597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:40.887631] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:40.887657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:40.887711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:40.945449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:40.946341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:40.946420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:40.946452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:41.065331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:41.065489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:41.065530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:41.065558] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:41.068846] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-12T20:19:41.069113] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-12T20:19:41.069232] [INFO ] [sig       ] COWG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:41.207281] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/COWG.txt
[2025-12-12T20:19:41.207438] [INFO ] [sig       ] [789/3596] Completed COWG in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-12T20:19:41.207477] [INFO ] [sig       ] [790/3596] Forecasting COYA...
[2025-12-12T20:19:41.207507] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-12T20:19:41.207538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-12T20:19:41.223245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-12T20:19:41.223600] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-12T20:19:41.224375] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-12T20:19:41.224426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:41.224456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:41.224482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:41.224541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:41.280772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:41.281514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:41.281625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:41.281662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:41.398368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:41.398523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:41.398561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:41.398625] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:41.401905] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2025-12-12T20:19:41.402175] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-12T20:19:41.402298] [INFO ] [sig       ] COYA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:41.541927] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/COYA.txt
[2025-12-12T20:19:41.542095] [INFO ] [sig       ] [790/3596] Completed COYA in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-12T20:19:41.542134] [INFO ] [sig       ] [791/3596] Forecasting CP...
[2025-12-12T20:19:41.542164] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-12T20:19:41.542196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-12T20:19:41.554388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-12T20:19:41.554699] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-12T20:19:41.555450] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-12T20:19:41.555501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:41.555532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:41.555558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:41.555635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:41.612930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:41.613532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:41.613623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:41.613656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:41.735508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:41.735680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:41.735719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:41.735748] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:41.739097] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-12T20:19:41.739377] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-12T20:19:41.739502] [INFO ] [sig       ] CP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:41.881356] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CP.txt
[2025-12-12T20:19:41.881508] [INFO ] [sig       ] [791/3596] Completed CP in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-12T20:19:41.881546] [INFO ] [sig       ] [792/3596] Forecasting CPA...
[2025-12-12T20:19:41.881596] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-12T20:19:41.881628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-12T20:19:41.895182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-12T20:19:41.895748] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-12T20:19:41.896669] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-12T20:19:41.896722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:41.896789] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:41.896817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:41.896875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:41.956598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:41.957734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:41.957832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:41.957893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:42.092045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:42.092277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:42.092324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:42.092357] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:42.096398] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-12T20:19:42.096886] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-12T20:19:42.097043] [INFO ] [sig       ] CPA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:42.247039] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPA.txt
[2025-12-12T20:19:42.247283] [INFO ] [sig       ] [792/3596] Completed CPA in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-12T20:19:42.247357] [INFO ] [sig       ] [793/3596] Forecasting CPB...
[2025-12-12T20:19:42.247391] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-12T20:19:42.247427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-12T20:19:42.261670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-12T20:19:42.262153] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-12T20:19:42.263106] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-12T20:19:42.263164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:42.263198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:42.263225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:42.263283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:42.321794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:42.322779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:42.322867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:42.322900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:42.448057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:42.448219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:42.448260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:42.448289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:42.451741] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-12T20:19:42.452067] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-12T20:19:42.452200] [INFO ] [sig       ] CPB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:42.595133] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPB.txt
[2025-12-12T20:19:42.595299] [INFO ] [sig       ] [793/3596] Completed CPB in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-12T20:19:42.595337] [INFO ] [sig       ] [794/3596] Forecasting CPF...
[2025-12-12T20:19:42.595367] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-12T20:19:42.595398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-12T20:19:42.608386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-12T20:19:42.608801] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-12T20:19:42.609595] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-12T20:19:42.609676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:42.609708] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:42.609734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:42.609802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:42.669163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:42.670043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:42.670128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:42.670159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:42.794991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:42.795147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:42.795186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:42.795213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:42.798556] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-12T20:19:42.798842] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-12T20:19:42.798963] [INFO ] [sig       ] CPF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:42.937973] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPF.txt
[2025-12-12T20:19:42.938132] [INFO ] [sig       ] [794/3596] Completed CPF in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:42.938170] [INFO ] [sig       ] [795/3596] Forecasting CPIX...
[2025-12-12T20:19:42.938199] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-12T20:19:42.938230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-12T20:19:42.950023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-12T20:19:42.950344] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-12T20:19:42.951263] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-12T20:19:42.951316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:42.951347] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:42.951373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:42.951429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:43.007437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:43.008190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:43.008272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:43.008305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:43.130109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:43.130302] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:19:43.130342] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:43.130371] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:43.133981] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-12-12T20:19:43.134286] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-12T20:19:43.134416] [INFO ] [sig       ] CPIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:43.275529] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPIX.txt
[2025-12-12T20:19:43.275725] [INFO ] [sig       ] [795/3596] Completed CPIX in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:43.275767] [INFO ] [sig       ] [796/3596] Forecasting CPK...
[2025-12-12T20:19:43.275805] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-12T20:19:43.275838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-12T20:19:43.289871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-12T20:19:43.290341] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-12T20:19:43.291378] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-12T20:19:43.291449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:43.291481] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:43.291508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:43.291566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:43.349339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:43.350230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:43.350318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:43.350351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:43.467750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:43.467972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:43.468018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:43.468046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:43.471859] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-12T20:19:43.472169] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-12T20:19:43.472299] [INFO ] [sig       ] CPK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:43.612246] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CPK.txt
[2025-12-12T20:19:43.612431] [INFO ] [sig       ] [796/3596] Completed CPK in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:43.612471] [INFO ] [sig       ] [797/3596] Forecasting CPNG...
[2025-12-12T20:19:43.612499] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-12T20:19:43.612531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-12T20:19:43.625174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-12T20:19:43.625602] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-12T20:19:43.626514] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-12T20:19:43.626568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:43.626619] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:43.626645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:43.626702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:43.683827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:43.684852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:43.684945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:43.684977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:43.813179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:43.813407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:43.813450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:43.813479] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:43.817308] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=24.17%)
[2025-12-12T20:19:43.817686] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-12T20:19:43.817834] [INFO ] [sig       ] CPNG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:43.968029] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CPNG.txt
[2025-12-12T20:19:43.968306] [INFO ] [sig       ] [797/3596] Completed CPNG in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:43.968360] [INFO ] [sig       ] [798/3596] Forecasting CPRI...
[2025-12-12T20:19:43.968405] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-12T20:19:43.968440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-12T20:19:43.983852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-12T20:19:43.984361] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-12T20:19:43.985501] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-12T20:19:43.985562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:43.985622] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:43.985651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:43.985708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:44.051036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:44.052389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:44.052523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:44.052559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:44.176968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:44.177200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:44.177246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:44.177275] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:44.181336] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-12T20:19:44.181720] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-12T20:19:44.181876] [INFO ] [sig       ] CPRI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:44.323286] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPRI.txt
[2025-12-12T20:19:44.323465] [INFO ] [sig       ] [798/3596] Completed CPRI in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:44.323508] [INFO ] [sig       ] [799/3596] Forecasting CPRX...
[2025-12-12T20:19:44.323538] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-12T20:19:44.323586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-12T20:19:44.336439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-12T20:19:44.336841] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-12T20:19:44.337771] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-12T20:19:44.337824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:44.337856] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:44.337882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:44.337938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:44.401645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:44.402862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:44.402958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:44.402992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:44.525665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:44.525902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:44.525960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:44.525994] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:44.530090] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=90.28%)
[2025-12-12T20:19:44.530456] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-12T20:19:44.530629] [INFO ] [sig       ] CPRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:44.676188] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPRX.txt
[2025-12-12T20:19:44.676408] [INFO ] [sig       ] [799/3596] Completed CPRX in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:44.676452] [INFO ] [sig       ] [800/3596] Forecasting CPS...
[2025-12-12T20:19:44.676484] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-12T20:19:44.676517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-12T20:19:44.690016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-12T20:19:44.690377] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-12T20:19:44.691204] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-12T20:19:44.691258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:44.691289] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:44.691315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:44.691371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:44.748246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:44.749148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:44.749234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:44.749266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:44.873457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:44.873637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:44.873680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:44.873710] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:44.877170] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-12-12T20:19:44.877471] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-12T20:19:44.877623] [INFO ] [sig       ] CPS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:45.025020] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CPS.txt
[2025-12-12T20:19:45.025187] [INFO ] [sig       ] [800/3596] Completed CPS in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:45.025226] [INFO ] [sig       ] [801/3596] Forecasting CPSH...
[2025-12-12T20:19:45.025255] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-12T20:19:45.025286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-12T20:19:45.037481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-12T20:19:45.037879] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-12T20:19:45.038807] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-12T20:19:45.038870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:45.038912] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:45.038942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:45.039003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:45.103559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:45.104744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:45.104837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:45.104870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:45.235404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:45.235556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:45.235616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:45.235648] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:45.239632] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-12T20:19:45.239984] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-12T20:19:45.240139] [INFO ] [sig       ] CPSH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:45.389488] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CPSH.txt
[2025-12-12T20:19:45.389705] [INFO ] [sig       ] [801/3596] Completed CPSH in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:45.389763] [INFO ] [sig       ] [802/3596] Forecasting CPSS...
[2025-12-12T20:19:45.389795] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-12T20:19:45.389825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-12T20:19:45.401473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-12T20:19:45.401878] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-12T20:19:45.402697] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-12T20:19:45.402753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:45.402786] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:45.402815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:45.402873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:45.461788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:45.462682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:45.462804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:45.462840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:45.571935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:45.572092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:45.572133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:45.572161] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:45.575647] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-12T20:19:45.575961] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-12T20:19:45.576112] [INFO ] [sig       ] CPSS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:45.717999] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPSS.txt
[2025-12-12T20:19:45.718162] [INFO ] [sig       ] [802/3596] Completed CPSS in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:45.718205] [INFO ] [sig       ] [803/3596] Forecasting CPZ...
[2025-12-12T20:19:45.718235] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-12T20:19:45.718264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-12T20:19:45.730769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-12T20:19:45.731195] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-12T20:19:45.732118] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-12T20:19:45.732184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:45.732217] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:45.732245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:45.732302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:45.792350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:45.793223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:45.793307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:45.793341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:45.915108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:45.915263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:45.915346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:45.915380] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:45.918851] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-12T20:19:45.919146] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-12T20:19:45.919275] [INFO ] [sig       ] CPZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:46.062274] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CPZ.txt
[2025-12-12T20:19:46.062408] [INFO ] [sig       ] [803/3596] Completed CPZ in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:46.062445] [INFO ] [sig       ] [804/3596] Forecasting CQP...
[2025-12-12T20:19:46.062475] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-12T20:19:46.062505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-12T20:19:46.074371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-12T20:19:46.074762] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-12T20:19:46.075566] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-12T20:19:46.075637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:46.075669] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:46.075696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:46.075751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:46.134511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:46.135342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:46.135424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:46.135457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:46.254387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:46.254551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:46.254622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:46.254654] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:46.258195] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-12T20:19:46.258505] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-12T20:19:46.258664] [INFO ] [sig       ] CQP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:46.401641] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CQP.txt
[2025-12-12T20:19:46.401804] [INFO ] [sig       ] [804/3596] Completed CQP in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:46.401844] [INFO ] [sig       ] [805/3596] Forecasting CRAI...
[2025-12-12T20:19:46.401874] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-12T20:19:46.401904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-12T20:19:46.414725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-12T20:19:46.415199] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-12T20:19:46.416356] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-12T20:19:46.416414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:46.416456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:46.416489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:46.416548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:46.476116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:46.476985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:46.477066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:46.477100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:46.597278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:46.597422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:46.597461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:46.597488] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:46.600762] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-12-12T20:19:46.601030] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-12T20:19:46.601148] [INFO ] [sig       ] CRAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:46.740335] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRAI.txt
[2025-12-12T20:19:46.740485] [INFO ] [sig       ] [805/3596] Completed CRAI in 0.3s | 2.85 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-12T20:19:46.740524] [INFO ] [sig       ] [806/3596] Forecasting CRBG...
[2025-12-12T20:19:46.740554] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-12T20:19:46.740602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-12T20:19:46.752139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-12T20:19:46.752637] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-12T20:19:46.753383] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-12T20:19:46.753433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:46.753464] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:46.753490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:46.753545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:46.812451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:46.813233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:46.813315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:46.813348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:46.931395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:46.931555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:46.931618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:46.931648] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:46.935336] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-12T20:19:46.935633] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-12T20:19:46.935762] [INFO ] [sig       ] CRBG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:47.075054] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRBG.txt
[2025-12-12T20:19:47.075200] [INFO ] [sig       ] [806/3596] Completed CRBG in 0.3s | 2.85 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-12T20:19:47.075241] [INFO ] [sig       ] [807/3596] Forecasting CRBP...
[2025-12-12T20:19:47.075271] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-12T20:19:47.075302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-12T20:19:47.086704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-12T20:19:47.087009] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-12T20:19:47.087792] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-12T20:19:47.087844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:47.087887] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:47.087916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:47.087973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:47.147025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:47.147796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:47.147875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:47.147908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:47.268781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:47.268939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:47.268979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:47.269007] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:47.272359] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-12-12T20:19:47.272643] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-12T20:19:47.272763] [INFO ] [sig       ] CRBP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:47.410749] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRBP.txt
[2025-12-12T20:19:47.410885] [INFO ] [sig       ] [807/3596] Completed CRBP in 0.3s | 2.85 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-12T20:19:47.410923] [INFO ] [sig       ] [808/3596] Forecasting CRC...
[2025-12-12T20:19:47.410952] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-12T20:19:47.410982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-12T20:19:47.422029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-12T20:19:47.422320] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-12T20:19:47.423086] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-12T20:19:47.423138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:47.423168] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:47.423194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:47.423249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:47.480626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:47.481297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:47.481372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:47.481403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:47.600427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:47.600584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:47.600625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:47.600655] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:47.603930] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=65.93%)
[2025-12-12T20:19:47.604196] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-12T20:19:47.604318] [INFO ] [sig       ] CRC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:47.741184] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRC.txt
[2025-12-12T20:19:47.741344] [INFO ] [sig       ] [808/3596] Completed CRC in 0.3s | 2.85 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-12T20:19:47.741383] [INFO ] [sig       ] [809/3596] Forecasting CRDF...
[2025-12-12T20:19:47.741419] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-12T20:19:47.741464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-12T20:19:47.752690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-12T20:19:47.752984] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-12T20:19:47.753773] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-12T20:19:47.753826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:47.753883] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:47.753912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:47.753970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:47.813017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:47.813920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:47.814003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:47.814038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:47.930719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:47.930870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:47.930911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:47.930939] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:47.934223] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-12-12T20:19:47.934489] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-12T20:19:47.934624] [INFO ] [sig       ] CRDF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:48.073222] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRDF.txt
[2025-12-12T20:19:48.073360] [INFO ] [sig       ] [809/3596] Completed CRDF in 0.3s | 2.85 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-12T20:19:48.073398] [INFO ] [sig       ] [810/3596] Forecasting CRDO...
[2025-12-12T20:19:48.073428] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-12T20:19:48.073458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-12T20:19:48.085547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-12T20:19:48.085971] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-12T20:19:48.086768] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-12T20:19:48.086821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:48.086853] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:48.086879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:48.086935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:48.146364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:48.147057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:48.147141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:48.147173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:48.268112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:48.268247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:48.268286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:48.268315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:48.271825] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-12T20:19:48.272106] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-12T20:19:48.272228] [INFO ] [sig       ] CRDO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:48.415994] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRDO.txt
[2025-12-12T20:19:48.416126] [INFO ] [sig       ] [810/3596] Completed CRDO in 0.3s | 2.85 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-12T20:19:48.416173] [INFO ] [sig       ] [811/3596] Forecasting CREG...
[2025-12-12T20:19:48.416203] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-12T20:19:48.416234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-12T20:19:48.428065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-12T20:19:48.428418] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-12T20:19:48.429222] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-12T20:19:48.429277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:48.429308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:48.429334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:48.429389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:48.488635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:48.489312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:48.489391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:48.489424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:48.597994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:48.598157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:48.598205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:48.598238] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:48.601730] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-12T20:19:48.602010] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-12T20:19:48.602135] [INFO ] [sig       ] CREG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:48.752143] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CREG.txt
[2025-12-12T20:19:48.752310] [INFO ] [sig       ] [811/3596] Completed CREG in 0.3s | 2.85 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-12T20:19:48.752348] [INFO ] [sig       ] [812/3596] Forecasting CRESY...
[2025-12-12T20:19:48.752377] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-12T20:19:48.752407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-12T20:19:48.767460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-12T20:19:48.767882] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-12T20:19:48.768680] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-12T20:19:48.768731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:48.768762] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:48.768787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:48.768846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:48.830076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:48.830996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:48.831084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:48.831117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:48.955550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:48.955733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:48.955775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:48.955837] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:48.960436] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-12T20:19:48.960784] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-12T20:19:48.960942] [INFO ] [sig       ] CRESY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:49.125058] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRESY.txt
[2025-12-12T20:19:49.125266] [INFO ] [sig       ] [812/3596] Completed CRESY in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:49.125311] [INFO ] [sig       ] [813/3596] Forecasting CREX...
[2025-12-12T20:19:49.125341] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-12T20:19:49.125371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-12T20:19:49.137356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-12T20:19:49.137746] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-12T20:19:49.138780] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-12T20:19:49.138833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:49.138867] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:49.138894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:49.138950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:49.198831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:49.199701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:49.199783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:49.199817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:49.324954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:49.325096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:49.325136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:49.325163] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:49.328745] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-12T20:19:49.329015] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-12T20:19:49.329156] [INFO ] [sig       ] CREX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:49.467593] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CREX.txt
[2025-12-12T20:19:49.467742] [INFO ] [sig       ] [813/3596] Completed CREX in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:49.467781] [INFO ] [sig       ] [814/3596] Forecasting CRGO...
[2025-12-12T20:19:49.467811] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-12T20:19:49.467840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-12T20:19:49.479187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-12T20:19:49.479519] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-12T20:19:49.480377] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-12T20:19:49.480436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:49.480491] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:49.480522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:49.480597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:49.539814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:49.540725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:49.540818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:49.540852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:49.663215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:49.663380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:49.663423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:49.663469] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:49.667015] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2025-12-12T20:19:49.667333] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-12T20:19:49.667471] [INFO ] [sig       ] CRGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:49.808050] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRGO.txt
[2025-12-12T20:19:49.808223] [INFO ] [sig       ] [814/3596] Completed CRGO in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:49.808267] [INFO ] [sig       ] [815/3596] Forecasting CRGY...
[2025-12-12T20:19:49.808297] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-12T20:19:49.808328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-12T20:19:49.820429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-12T20:19:49.820796] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-12T20:19:49.821601] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-12T20:19:49.821653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:49.821684] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:49.821710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:49.821765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:49.880796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:49.881617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:49.881698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:49.881732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:50.006343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:50.006500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:50.006540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:50.006569] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:50.009978] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=59.29%)
[2025-12-12T20:19:50.010254] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-12T20:19:50.010376] [INFO ] [sig       ] CRGY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:50.161777] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRGY.txt
[2025-12-12T20:19:50.161925] [INFO ] [sig       ] [815/3596] Completed CRGY in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:50.161964] [INFO ] [sig       ] [816/3596] Forecasting CRH...
[2025-12-12T20:19:50.161993] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-12T20:19:50.162024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-12T20:19:50.177432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-12T20:19:50.178027] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-12T20:19:50.179001] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-12T20:19:50.179057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:50.179093] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:50.179122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:50.179182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:50.241280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:50.242487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:50.242661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:50.242700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:50.372026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:50.372190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:50.372232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:50.372261] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:50.375702] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-12T20:19:50.376020] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-12T20:19:50.376176] [INFO ] [sig       ] CRH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:50.515805] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRH.txt
[2025-12-12T20:19:50.515963] [INFO ] [sig       ] [816/3596] Completed CRH in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:50.516003] [INFO ] [sig       ] [817/3596] Forecasting CRI...
[2025-12-12T20:19:50.516031] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-12T20:19:50.516061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-12T20:19:50.527953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-12T20:19:50.528316] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-12T20:19:50.529112] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-12T20:19:50.529166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:50.529201] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:50.529227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:50.529282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:50.586053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:50.587049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:50.587130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:50.587165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:50.715061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:50.715234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:50.715280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:50.715312] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:50.718892] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=28.03%)
[2025-12-12T20:19:50.719172] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-12T20:19:50.719301] [INFO ] [sig       ] CRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:50.868091] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRI.txt
[2025-12-12T20:19:50.868275] [INFO ] [sig       ] [817/3596] Completed CRI in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:50.868317] [INFO ] [sig       ] [818/3596] Forecasting CRIS...
[2025-12-12T20:19:50.868346] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-12T20:19:50.868377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-12T20:19:50.880834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-12T20:19:50.881174] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-12T20:19:50.881995] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-12T20:19:50.882048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:50.882080] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:50.882118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:50.882175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:50.942385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:50.943266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:50.943351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:50.943385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:51.077231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:51.077389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:51.077428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:51.077455] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:51.080789] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-12T20:19:51.081061] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-12T20:19:51.081181] [INFO ] [sig       ] CRIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:51.220639] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRIS.txt
[2025-12-12T20:19:51.220782] [INFO ] [sig       ] [818/3596] Completed CRIS in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:51.220820] [INFO ] [sig       ] [819/3596] Forecasting CRK...
[2025-12-12T20:19:51.220848] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-12T20:19:51.220878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-12T20:19:51.234400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-12T20:19:51.234824] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-12T20:19:51.235667] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-12T20:19:51.235721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:51.235753] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:51.235780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:51.235836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:51.296047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:51.296874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:51.296991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:51.297048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:51.424813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:51.424975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:51.425016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:51.425044] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:51.428533] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-12T20:19:51.428831] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-12T20:19:51.428958] [INFO ] [sig       ] CRK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:51.581988] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRK.txt
[2025-12-12T20:19:51.582135] [INFO ] [sig       ] [819/3596] Completed CRK in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:51.582173] [INFO ] [sig       ] [820/3596] Forecasting CRL...
[2025-12-12T20:19:51.582202] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-12T20:19:51.582232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-12T20:19:51.594077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-12T20:19:51.594366] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-12T20:19:51.595164] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-12T20:19:51.595215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:51.595247] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:51.595273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:51.595328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:51.652676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:51.653514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:51.653611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:51.653645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:51.777461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:51.777593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:51.777632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:51.777659] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:51.780828] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-12T20:19:51.781096] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-12T20:19:51.781218] [INFO ] [sig       ] CRL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:51.917747] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRL.txt
[2025-12-12T20:19:51.917862] [INFO ] [sig       ] [820/3596] Completed CRL in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-12T20:19:51.917899] [INFO ] [sig       ] [821/3596] Forecasting CRM...
[2025-12-12T20:19:51.917926] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-12T20:19:51.917956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-12T20:19:51.928965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-12T20:19:51.929218] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-12T20:19:51.930029] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-12T20:19:51.930080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:51.930110] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:51.930136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:51.930192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:51.986431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:51.987038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:51.987113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:51.987144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:52.104328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:52.104490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:52.104530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:52.104556] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:52.107878] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-12T20:19:52.108145] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-12T20:19:52.108268] [INFO ] [sig       ] CRM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:52.244985] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRM.txt
[2025-12-12T20:19:52.245107] [INFO ] [sig       ] [821/3596] Completed CRM in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:52.245145] [INFO ] [sig       ] [822/3596] Forecasting CRMD...
[2025-12-12T20:19:52.245173] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-12T20:19:52.245208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-12T20:19:52.257083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-12T20:19:52.257340] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-12T20:19:52.258101] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-12T20:19:52.258154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:52.258185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:52.258212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:52.258267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:52.314235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:52.314844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:52.314918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:52.314948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:52.429691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:52.429834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:52.429873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:52.429900] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:52.433251] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2025-12-12T20:19:52.433521] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-12T20:19:52.433658] [INFO ] [sig       ] CRMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:52.571432] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRMD.txt
[2025-12-12T20:19:52.571605] [INFO ] [sig       ] [822/3596] Completed CRMD in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:52.571646] [INFO ] [sig       ] [823/3596] Forecasting CRML...
[2025-12-12T20:19:52.571677] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-12T20:19:52.571707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-12T20:19:52.583379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-12T20:19:52.583726] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-12T20:19:52.584550] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-12T20:19:52.584620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:52.584654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:52.584681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:52.584737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:52.643913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:52.644820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:52.644903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:52.644935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:52.768173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:52.768329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:52.768370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:52.768400] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:52.771788] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-12T20:19:52.772064] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-12T20:19:52.772193] [INFO ] [sig       ] CRML: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:52.914339] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRML.txt
[2025-12-12T20:19:52.914502] [INFO ] [sig       ] [823/3596] Completed CRML in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:52.914541] [INFO ] [sig       ] [824/3596] Forecasting CRNC...
[2025-12-12T20:19:52.914588] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-12T20:19:52.914622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-12T20:19:52.928382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-12T20:19:52.928894] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-12T20:19:52.929764] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-12T20:19:52.929823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:52.929854] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:52.929881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:52.929936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:52.987435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:52.988185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:52.988273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:52.988304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:53.106349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:53.106514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:53.106554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:53.106608] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:53.110062] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=49.94%)
[2025-12-12T20:19:53.110342] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-12T20:19:53.110469] [INFO ] [sig       ] CRNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:53.259687] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRNC.txt
[2025-12-12T20:19:53.259835] [INFO ] [sig       ] [824/3596] Completed CRNC in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:53.259874] [INFO ] [sig       ] [825/3596] Forecasting CRNX...
[2025-12-12T20:19:53.259904] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-12T20:19:53.259933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-12T20:19:53.271529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-12T20:19:53.271857] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-12T20:19:53.272654] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-12T20:19:53.272707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:53.272741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:53.272768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:53.272825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:53.330730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:53.331482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:53.331562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:53.331615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:53.454182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:53.454343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:53.454383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:53.454413] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:53.457881] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-12T20:19:53.458152] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-12T20:19:53.458276] [INFO ] [sig       ] CRNX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:53.608119] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRNX.txt
[2025-12-12T20:19:53.608272] [INFO ] [sig       ] [825/3596] Completed CRNX in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:53.608311] [INFO ] [sig       ] [826/3596] Forecasting CRON...
[2025-12-12T20:19:53.608341] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-12T20:19:53.608373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-12T20:19:53.620849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-12T20:19:53.621246] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-12T20:19:53.622129] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-12T20:19:53.622182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:53.622241] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:53.622269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:53.622339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:53.682231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:53.683127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:53.683210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:53.683246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:53.806544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:53.806711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:53.806751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:53.806779] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:53.810233] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-12-12T20:19:53.810531] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-12T20:19:53.810686] [INFO ] [sig       ] CRON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:53.959293] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRON.txt
[2025-12-12T20:19:53.959438] [INFO ] [sig       ] [826/3596] Completed CRON in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:53.959477] [INFO ] [sig       ] [827/3596] Forecasting CROX...
[2025-12-12T20:19:53.959506] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-12T20:19:53.959537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-12T20:19:53.974556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-12T20:19:53.975152] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-12T20:19:53.976292] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-12T20:19:53.976348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:53.976599] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:53.976630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:53.976690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:54.039441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:54.040763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:54.040878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:54.040912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:54.165213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:54.165379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:54.165428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:54.165457] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:54.169034] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-12-12T20:19:54.169385] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-12T20:19:54.169523] [INFO ] [sig       ] CROX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:54.309965] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CROX.txt
[2025-12-12T20:19:54.310137] [INFO ] [sig       ] [827/3596] Completed CROX in 0.4s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:54.310176] [INFO ] [sig       ] [828/3596] Forecasting CRS...
[2025-12-12T20:19:54.310209] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-12T20:19:54.310244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-12T20:19:54.322773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-12T20:19:54.323140] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-12T20:19:54.324020] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-12T20:19:54.324073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:54.324105] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:54.324131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:54.324187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:54.382916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:54.383722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:54.383801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:54.383833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:54.502187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:54.502337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:54.502377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:54.502404] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:54.506172] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-12T20:19:54.506442] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-12T20:19:54.506561] [INFO ] [sig       ] CRS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:54.646247] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRS.txt
[2025-12-12T20:19:54.646415] [INFO ] [sig       ] [828/3596] Completed CRS in 0.3s | 2.85 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-12T20:19:54.646455] [INFO ] [sig       ] [829/3596] Forecasting CRSP...
[2025-12-12T20:19:54.646485] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-12T20:19:54.646517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-12T20:19:54.660087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-12T20:19:54.660520] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-12T20:19:54.661403] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-12T20:19:54.661462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:54.661504] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:54.661543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:54.661635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:54.731136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:54.732189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:54.732287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:54.732328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:54.859871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:54.860052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:54.860100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:54.860176] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:54.864252] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=79.45%)
[2025-12-12T20:19:54.864570] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-12T20:19:54.864734] [INFO ] [sig       ] CRSP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:55.021802] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRSP.txt
[2025-12-12T20:19:55.021987] [INFO ] [sig       ] [829/3596] Completed CRSP in 0.4s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:55.022038] [INFO ] [sig       ] [830/3596] Forecasting CRTO...
[2025-12-12T20:19:55.022068] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-12T20:19:55.022100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-12T20:19:55.035840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-12T20:19:55.036249] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-12T20:19:55.037150] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-12T20:19:55.037204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:55.037236] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:55.037263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:55.037337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:55.108846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:55.109829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:55.109921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:55.109954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:55.235403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:55.235765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:55.235808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:55.235851] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:55.239512] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-12-12T20:19:55.239826] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-12T20:19:55.239952] [INFO ] [sig       ] CRTO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:55.383186] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRTO.txt
[2025-12-12T20:19:55.383319] [INFO ] [sig       ] [830/3596] Completed CRTO in 0.4s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:55.383355] [INFO ] [sig       ] [831/3596] Forecasting CRUS...
[2025-12-12T20:19:55.383384] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-12T20:19:55.383414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-12T20:19:55.397394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-12T20:19:55.397983] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-12T20:19:55.398806] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-12T20:19:55.398871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:55.398905] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:55.398931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:55.398989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:55.462666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:55.463727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:55.463810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:55.463841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:55.593882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:55.594040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:55.594082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:55.594112] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:55.597563] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=48.10%)
[2025-12-12T20:19:55.597891] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-12T20:19:55.598019] [INFO ] [sig       ] CRUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:55.747511] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRUS.txt
[2025-12-12T20:19:55.747671] [INFO ] [sig       ] [831/3596] Completed CRUS in 0.4s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:55.747712] [INFO ] [sig       ] [832/3596] Forecasting CRVL...
[2025-12-12T20:19:55.747743] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-12T20:19:55.747773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-12T20:19:55.758963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-12T20:19:55.759275] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-12T20:19:55.760060] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-12T20:19:55.760111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:55.760142] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:55.760167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:55.760222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:55.816145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:55.816977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:55.817058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:55.817090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:55.936152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:55.936308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:55.936348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:55.936377] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:55.939693] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-12T20:19:55.939962] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-12T20:19:55.940079] [INFO ] [sig       ] CRVL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:56.078231] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRVL.txt
[2025-12-12T20:19:56.078376] [INFO ] [sig       ] [832/3596] Completed CRVL in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:56.078415] [INFO ] [sig       ] [833/3596] Forecasting CRVO...
[2025-12-12T20:19:56.078444] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-12T20:19:56.078473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-12T20:19:56.090975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-12T20:19:56.091332] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-12T20:19:56.092641] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-12T20:19:56.092694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:56.092725] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:56.092751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:56.092811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:56.156410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:56.157263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:56.157347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:56.157379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:56.289776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:56.289937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:56.289979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:56.290009] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:56.293433] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-12T20:19:56.293747] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-12T20:19:56.293901] [INFO ] [sig       ] CRVO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:56.439807] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRVO.txt
[2025-12-12T20:19:56.439995] [INFO ] [sig       ] [833/3596] Completed CRVO in 0.4s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:56.440044] [INFO ] [sig       ] [834/3596] Forecasting CRVS...
[2025-12-12T20:19:56.440073] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-12T20:19:56.440105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-12T20:19:56.453444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-12T20:19:56.453870] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-12T20:19:56.454705] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-12T20:19:56.454762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:56.454803] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:56.454833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:56.454901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:56.514607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:56.515485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:56.515588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:56.515625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:56.643176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:56.643346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:56.643397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:56.643435] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:56.646987] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-12T20:19:56.647264] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-12T20:19:56.647390] [INFO ] [sig       ] CRVS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:56.787911] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CRVS.txt
[2025-12-12T20:19:56.788058] [INFO ] [sig       ] [834/3596] Completed CRVS in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:56.788097] [INFO ] [sig       ] [835/3596] Forecasting CRWD...
[2025-12-12T20:19:56.788126] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-12T20:19:56.788157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-12T20:19:56.800331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-12T20:19:56.800729] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-12T20:19:56.801501] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-12T20:19:56.801552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:56.801602] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:56.801629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:56.801684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:56.857614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:56.858486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:56.858566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:56.858620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:56.978304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:56.978466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:56.978506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:56.978535] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:56.981833] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-12T20:19:56.982101] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-12T20:19:56.982221] [INFO ] [sig       ] CRWD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:57.119010] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRWD.txt
[2025-12-12T20:19:57.119154] [INFO ] [sig       ] [835/3596] Completed CRWD in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:57.119191] [INFO ] [sig       ] [836/3596] Forecasting CRWS...
[2025-12-12T20:19:57.119220] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-12T20:19:57.119251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-12T20:19:57.130123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-12T20:19:57.130463] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-12T20:19:57.131235] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-12T20:19:57.131285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:57.131320] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:57.131347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:57.131402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:57.188059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:57.188831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:57.188941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:57.188974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:57.300440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:57.300621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:57.300662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:57.300690] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:57.304044] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-12T20:19:57.304347] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-12T20:19:57.304472] [INFO ] [sig       ] CRWS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:57.464097] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CRWS.txt
[2025-12-12T20:19:57.464233] [INFO ] [sig       ] [836/3596] Completed CRWS in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:57.464271] [INFO ] [sig       ] [837/3596] Forecasting CSAN...
[2025-12-12T20:19:57.464300] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-12T20:19:57.464334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-12T20:19:57.476949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-12T20:19:57.477343] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-12T20:19:57.478207] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-12T20:19:57.478266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:57.478306] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:57.478340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:57.478410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:57.545515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:57.546434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:57.546529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:57.546569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:57.674160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:57.674320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:57.674362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:57.674390] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:57.678113] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2025-12-12T20:19:57.678459] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-12T20:19:57.678633] [INFO ] [sig       ] CSAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:57.832341] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CSAN.txt
[2025-12-12T20:19:57.832502] [INFO ] [sig       ] [837/3596] Completed CSAN in 0.4s | 2.85 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-12T20:19:57.832540] [INFO ] [sig       ] [838/3596] Forecasting CSB...
[2025-12-12T20:19:57.832567] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-12T20:19:57.832618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-12T20:19:57.845467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-12T20:19:57.845862] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-12T20:19:57.847062] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-12T20:19:57.847115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:57.847146] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:57.847172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:57.847227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:57.906065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:57.906861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:57.906944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:57.906977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:58.030103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:58.030258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:58.030316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:58.030346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:58.033777] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2025-12-12T20:19:58.034053] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-12T20:19:58.034175] [INFO ] [sig       ] CSB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:58.171177] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CSB.txt
[2025-12-12T20:19:58.171321] [INFO ] [sig       ] [838/3596] Completed CSB in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:19:58.171367] [INFO ] [sig       ] [839/3596] Forecasting CSCO...
[2025-12-12T20:19:58.171402] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-12T20:19:58.171437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-12T20:19:58.182613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-12T20:19:58.182901] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-12T20:19:58.183671] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-12T20:19:58.183722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:58.183753] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:58.183778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:58.183833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:58.240319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:58.240993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:58.241072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:58.241103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:58.362815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:58.362975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:58.363015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:58.363044] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:58.366366] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-12T20:19:58.366653] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-12T20:19:58.366775] [INFO ] [sig       ] CSCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:58.509089] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CSCO.txt
[2025-12-12T20:19:58.509264] [INFO ] [sig       ] [839/3596] Completed CSCO in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:19:58.509305] [INFO ] [sig       ] [840/3596] Forecasting CSGP...
[2025-12-12T20:19:58.509335] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-12T20:19:58.509365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-12T20:19:58.520812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-12T20:19:58.521145] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-12T20:19:58.521932] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-12T20:19:58.521983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:58.522014] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:58.522039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:58.522094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:58.578620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:58.579356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:58.579435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:58.579467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:58.699599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:58.699770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:58.699810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:58.699838] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:58.703192] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-12-12T20:19:58.703476] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-12T20:19:58.703620] [INFO ] [sig       ] CSGP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:58.843620] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CSGP.txt
[2025-12-12T20:19:58.843781] [INFO ] [sig       ] [840/3596] Completed CSGP in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:19:58.843821] [INFO ] [sig       ] [841/3596] Forecasting CSGS...
[2025-12-12T20:19:58.843849] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-12T20:19:58.843881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-12T20:19:58.855185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-12T20:19:58.855550] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-12T20:19:58.856316] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-12T20:19:58.856366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:58.856397] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:58.856424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:58.856479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:58.914036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:58.914927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:58.915010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:58.915041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:59.033977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:59.034134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:59.034177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:59.034206] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:59.037633] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-12-12T20:19:59.037918] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-12T20:19:59.038046] [INFO ] [sig       ] CSGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:59.191961] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CSGS.txt
[2025-12-12T20:19:59.192128] [INFO ] [sig       ] [841/3596] Completed CSGS in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:19:59.192169] [INFO ] [sig       ] [842/3596] Forecasting CSIQ...
[2025-12-12T20:19:59.192199] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-12T20:19:59.192231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-12T20:19:59.204656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-12T20:19:59.205063] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-12T20:19:59.205968] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-12T20:19:59.206027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:59.206075] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:59.206104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:59.206160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:59.265554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:59.266432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:59.266519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:59.266552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:59.398353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:59.398512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:59.398551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:59.398606] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:59.402255] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=37.99%)
[2025-12-12T20:19:59.402553] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-12T20:19:59.402717] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:19:59.548824] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CSIQ.txt
[2025-12-12T20:19:59.549000] [INFO ] [sig       ] [842/3596] Completed CSIQ in 0.4s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:19:59.549051] [INFO ] [sig       ] [843/3596] Forecasting CSPI...
[2025-12-12T20:19:59.549087] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-12T20:19:59.549124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-12T20:19:59.561666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-12T20:19:59.561972] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-12T20:19:59.562811] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-12T20:19:59.562864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:59.562921] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:59.562949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:59.563013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:59.624336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:59.625157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:59.625240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:59.625271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:19:59.745719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:19:59.745889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:19:59.745943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:19:59.745972] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:19:59.749408] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-12T20:19:59.749915] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-12T20:19:59.750485] [INFO ] [sig       ] CSPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:19:59.890795] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CSPI.txt
[2025-12-12T20:19:59.890937] [INFO ] [sig       ] [843/3596] Completed CSPI in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:19:59.890977] [INFO ] [sig       ] [844/3596] Forecasting CSQ...
[2025-12-12T20:19:59.891006] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-12T20:19:59.891047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-12T20:19:59.903854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-12T20:19:59.904170] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-12T20:19:59.905007] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-12T20:19:59.905059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:19:59.905090] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:19:59.905117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:19:59.905173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:19:59.963535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:19:59.964429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:19:59.964521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:19:59.964555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:00.085816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:00.085970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:00.086010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:00.086039] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:00.089380] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-12T20:20:00.089689] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-12T20:20:00.089821] [INFO ] [sig       ] CSQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:00.232050] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CSQ.txt
[2025-12-12T20:20:00.232184] [INFO ] [sig       ] [844/3596] Completed CSQ in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:20:00.232222] [INFO ] [sig       ] [845/3596] Forecasting CSTL...
[2025-12-12T20:20:00.232251] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-12T20:20:00.232281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-12T20:20:00.244274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-12T20:20:00.244546] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-12T20:20:00.245314] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-12T20:20:00.245365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:00.245396] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:00.245425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:00.245482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:00.302006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:00.302672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:00.302749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:00.302780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:00.425013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:00.425154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:00.425191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:00.425218] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:00.428455] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-12T20:20:00.428735] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-12T20:20:00.428853] [INFO ] [sig       ] CSTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:00.568032] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CSTL.txt
[2025-12-12T20:20:00.568173] [INFO ] [sig       ] [845/3596] Completed CSTL in 0.3s | 2.85 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-12T20:20:00.568216] [INFO ] [sig       ] [846/3596] Forecasting CSTM...
[2025-12-12T20:20:00.568245] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-12T20:20:00.568276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-12T20:20:00.583347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-12T20:20:00.583631] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-12T20:20:00.584377] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-12T20:20:00.584432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:00.584462] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:00.584488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:00.584542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:00.642318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:00.643139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:00.643233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:00.643266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:00.765844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:00.766001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:00.766047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:00.766107] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:00.769476] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-12T20:20:00.769795] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-12T20:20:00.769919] [INFO ] [sig       ] CSTM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:00.913207] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CSTM.txt
[2025-12-12T20:20:00.913333] [INFO ] [sig       ] [846/3596] Completed CSTM in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:00.913372] [INFO ] [sig       ] [847/3596] Forecasting CSWC...
[2025-12-12T20:20:00.913407] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-12T20:20:00.913444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-12T20:20:00.927191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-12T20:20:00.927468] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-12T20:20:00.928233] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-12T20:20:00.928285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:00.928316] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:00.928342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:00.928397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:00.986047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:00.986683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:00.986764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:00.986796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:01.112093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:01.112296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:01.112352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:01.112392] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:01.117089] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-12T20:20:01.117513] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-12T20:20:01.117740] [INFO ] [sig       ] CSWC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:01.271844] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CSWC.txt
[2025-12-12T20:20:01.272011] [INFO ] [sig       ] [847/3596] Completed CSWC in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:01.272051] [INFO ] [sig       ] [848/3596] Forecasting CSX...
[2025-12-12T20:20:01.272080] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-12T20:20:01.272110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-12T20:20:01.284880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-12T20:20:01.285176] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-12T20:20:01.285961] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-12T20:20:01.286012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:01.286044] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:01.286070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:01.286127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:01.347959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:01.348784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:01.348865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:01.348899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:01.472052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:01.472223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:01.472264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:01.472294] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:01.475809] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-12T20:20:01.476110] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-12T20:20:01.476242] [INFO ] [sig       ] CSX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:01.617501] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CSX.txt
[2025-12-12T20:20:01.617705] [INFO ] [sig       ] [848/3596] Completed CSX in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:01.617746] [INFO ] [sig       ] [849/3596] Forecasting CTAS...
[2025-12-12T20:20:01.617777] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-12T20:20:01.617808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-12T20:20:01.630207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-12T20:20:01.630641] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-12T20:20:01.631423] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-12T20:20:01.631477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:01.631510] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:01.631536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:01.631610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:01.692522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:01.693393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:01.693475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:01.693507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:01.813950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:01.814124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:01.814165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:01.814211] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:01.817908] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-12T20:20:01.818274] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-12T20:20:01.818428] [INFO ] [sig       ] CTAS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:01.963121] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CTAS.txt
[2025-12-12T20:20:01.963289] [INFO ] [sig       ] [849/3596] Completed CTAS in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:01.963329] [INFO ] [sig       ] [850/3596] Forecasting CTBB...
[2025-12-12T20:20:01.963359] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-12T20:20:01.963389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-12T20:20:01.977401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-12T20:20:01.978004] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-12T20:20:01.978973] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-12T20:20:01.979028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:01.979064] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:01.979091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:01.979150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:02.039146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:02.040559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:02.040677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:02.040712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:02.162934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:02.163169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:02.163216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:02.163248] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:02.167289] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-12T20:20:02.167647] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-12T20:20:02.167792] [INFO ] [sig       ] CTBB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:02.327711] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTBB.txt
[2025-12-12T20:20:02.327925] [INFO ] [sig       ] [850/3596] Completed CTBB in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:02.327972] [INFO ] [sig       ] [851/3596] Forecasting CTBI...
[2025-12-12T20:20:02.328005] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-12T20:20:02.328039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-12T20:20:02.344807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-12T20:20:02.345324] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-12T20:20:02.346483] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-12T20:20:02.346607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:02.346654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:02.346690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:02.346773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:02.440159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:02.441602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:02.441748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:02.441792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:02.598075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:02.598242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:02.598284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:02.598314] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:02.602127] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-12T20:20:02.602530] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-12T20:20:02.602701] [INFO ] [sig       ] CTBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:02.746032] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CTBI.txt
[2025-12-12T20:20:02.746197] [INFO ] [sig       ] [851/3596] Completed CTBI in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:02.746236] [INFO ] [sig       ] [852/3596] Forecasting CTDD...
[2025-12-12T20:20:02.746267] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-12T20:20:02.746298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-12T20:20:02.834246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-12T20:20:02.834548] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-12T20:20:02.835361] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-12T20:20:02.835413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:02.835445] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:02.835472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:02.835527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:02.892793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:02.893417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:02.893496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:02.893528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:03.008317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:03.008462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:03.008510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:03.008539] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:03.011957] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-12T20:20:03.012240] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-12T20:20:03.012367] [INFO ] [sig       ] CTDD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:03.165463] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTDD.txt
[2025-12-12T20:20:03.165641] [INFO ] [sig       ] [852/3596] Completed CTDD in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:03.165683] [INFO ] [sig       ] [853/3596] Forecasting CTKB...
[2025-12-12T20:20:03.165713] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-12T20:20:03.165749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-12T20:20:03.177110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-12T20:20:03.177407] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-12T20:20:03.178203] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-12T20:20:03.178255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:03.178315] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:03.178345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:03.178400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:03.235360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:03.236134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:03.236241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:03.236276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:03.351380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:03.351534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:03.351589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:03.351621] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:03.354924] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-12T20:20:03.355207] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-12T20:20:03.355329] [INFO ] [sig       ] CTKB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:03.495939] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CTKB.txt
[2025-12-12T20:20:03.496078] [INFO ] [sig       ] [853/3596] Completed CTKB in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:03.496116] [INFO ] [sig       ] [854/3596] Forecasting CTLP...
[2025-12-12T20:20:03.496145] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-12T20:20:03.496176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-12T20:20:03.512305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-12T20:20:03.512833] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-12T20:20:03.513688] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-12T20:20:03.513743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:03.513775] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:03.513802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:03.513858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:03.572292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:03.573472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:03.573566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:03.573621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:03.702214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:03.702384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:03.702428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:03.702462] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:03.706119] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-12-12T20:20:03.706399] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-12T20:20:03.706525] [INFO ] [sig       ] CTLP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:03.846415] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTLP.txt
[2025-12-12T20:20:03.846612] [INFO ] [sig       ] [854/3596] Completed CTLP in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:03.846653] [INFO ] [sig       ] [855/3596] Forecasting CTMX...
[2025-12-12T20:20:03.846683] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-12T20:20:03.846715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-12T20:20:03.858876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-12T20:20:03.859255] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-12T20:20:03.860105] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-12T20:20:03.860158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:03.860188] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:03.860214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:03.860269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:03.917850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:03.918717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:03.918799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:03.918833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:04.069462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:04.069677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:04.069725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:04.069754] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:04.073305] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=90.22%)
[2025-12-12T20:20:04.073636] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-12T20:20:04.073773] [INFO ] [sig       ] CTMX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:04.230170] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTMX.txt
[2025-12-12T20:20:04.230330] [INFO ] [sig       ] [855/3596] Completed CTMX in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-12T20:20:04.230369] [INFO ] [sig       ] [856/3596] Forecasting CTNM...
[2025-12-12T20:20:04.230398] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-12T20:20:04.230430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-12T20:20:04.245673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-12T20:20:04.246264] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-12T20:20:04.247256] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-12T20:20:04.247326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:04.247383] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:04.247419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:04.247482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:04.314817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:04.316209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:04.316369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:04.316405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:04.451889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:04.452123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:04.452167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:04.452198] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:04.456961] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-12T20:20:04.457343] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-12T20:20:04.457496] [INFO ] [sig       ] CTNM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:04.611451] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTNM.txt
[2025-12-12T20:20:04.611967] [INFO ] [sig       ] [856/3596] Completed CTNM in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-12T20:20:04.612016] [INFO ] [sig       ] [857/3596] Forecasting CTO...
[2025-12-12T20:20:04.612057] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-12T20:20:04.612093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-12T20:20:04.626218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-12T20:20:04.626700] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-12T20:20:04.627549] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-12T20:20:04.627619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:04.627652] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:04.627862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:04.627918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:04.688288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:04.689266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:04.689362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:04.689396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:04.811839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:04.812004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:04.812045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:04.812073] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:04.815709] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-12T20:20:04.816063] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-12T20:20:04.816234] [INFO ] [sig       ] CTO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:04.954333] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTO.txt
[2025-12-12T20:20:04.954468] [INFO ] [sig       ] [857/3596] Completed CTO in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-12T20:20:04.954507] [INFO ] [sig       ] [858/3596] Forecasting CTRA...
[2025-12-12T20:20:04.954537] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-12T20:20:04.954567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-12T20:20:04.966458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-12T20:20:04.966765] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-12T20:20:04.967509] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-12T20:20:04.967560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:04.967610] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:04.967638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:04.967693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:05.025017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:05.025625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:05.025701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:05.025733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:05.138429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:05.138589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:05.138629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:05.138656] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:05.141939] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-12T20:20:05.142211] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-12T20:20:05.142330] [INFO ] [sig       ] CTRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:05.279108] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CTRA.txt
[2025-12-12T20:20:05.279235] [INFO ] [sig       ] [858/3596] Completed CTRA in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-12T20:20:05.279272] [INFO ] [sig       ] [859/3596] Forecasting CTRE...
[2025-12-12T20:20:05.279301] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-12T20:20:05.279331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-12T20:20:05.292054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-12T20:20:05.292330] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-12T20:20:05.293089] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-12T20:20:05.293140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:05.293172] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:05.293198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:05.293253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:05.351206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:05.351999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:05.352073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:05.352105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:05.477662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:05.477824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:05.477865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:05.477894] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:05.481298] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-12T20:20:05.481621] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-12T20:20:05.481749] [INFO ] [sig       ] CTRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:05.623625] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTRE.txt
[2025-12-12T20:20:05.623764] [INFO ] [sig       ] [859/3596] Completed CTRE in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-12T20:20:05.623801] [INFO ] [sig       ] [860/3596] Forecasting CTRM...
[2025-12-12T20:20:05.623830] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-12T20:20:05.623860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-12T20:20:05.638758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-12T20:20:05.639503] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-12T20:20:05.640627] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-12T20:20:05.640694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:05.640769] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:05.640799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:05.640860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:05.701557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:05.702877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:05.702980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:05.703013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:05.823146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:05.823371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:05.823417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:05.823471] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:05.827266] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-12T20:20:05.827598] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-12T20:20:05.827737] [INFO ] [sig       ] CTRM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:05.967761] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTRM.txt
[2025-12-12T20:20:05.967955] [INFO ] [sig       ] [860/3596] Completed CTRM in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-12T20:20:05.967995] [INFO ] [sig       ] [861/3596] Forecasting CTRN...
[2025-12-12T20:20:05.968025] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-12T20:20:05.968057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-12T20:20:05.981321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-12T20:20:05.981716] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-12T20:20:05.982534] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-12T20:20:05.982611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:05.982644] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:05.982669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:05.982725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:06.049422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:06.050546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:06.050662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:06.050696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:06.173701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:06.173861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:06.173899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:06.173926] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:06.177268] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-12T20:20:06.177616] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-12T20:20:06.177787] [INFO ] [sig       ] CTRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:06.330872] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CTRN.txt
[2025-12-12T20:20:06.331010] [INFO ] [sig       ] [861/3596] Completed CTRN in 0.4s | 2.85 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-12T20:20:06.331049] [INFO ] [sig       ] [862/3596] Forecasting CTS...
[2025-12-12T20:20:06.331078] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-12T20:20:06.331108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-12T20:20:06.346289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-12T20:20:06.346949] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-12T20:20:06.348008] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-12T20:20:06.348066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:06.348101] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:06.348130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:06.348190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:06.410270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:06.411287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:06.411371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:06.411404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:06.530879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:06.531046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:06.531087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:06.531116] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:06.534902] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-12-12T20:20:06.535178] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-12T20:20:06.535308] [INFO ] [sig       ] CTS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:06.679345] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTS.txt
[2025-12-12T20:20:06.679605] [INFO ] [sig       ] [862/3596] Completed CTS in 0.3s | 2.85 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-12T20:20:06.679665] [INFO ] [sig       ] [863/3596] Forecasting CTSH...
[2025-12-12T20:20:06.679695] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-12T20:20:06.679730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-12T20:20:06.693622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-12T20:20:06.694180] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-12T20:20:06.695035] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-12T20:20:06.695088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:06.695119] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:06.695145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:06.695199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:06.752313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:06.753016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:06.753096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:06.753128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:06.870768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:06.870931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:06.870971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:06.871039] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:06.874436] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-12T20:20:06.874733] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-12T20:20:06.874857] [INFO ] [sig       ] CTSH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:07.013124] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CTSH.txt
[2025-12-12T20:20:07.013268] [INFO ] [sig       ] [863/3596] Completed CTSH in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:07.013306] [INFO ] [sig       ] [864/3596] Forecasting CTVA...
[2025-12-12T20:20:07.013336] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-12T20:20:07.013366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-12T20:20:07.025334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-12T20:20:07.025652] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-12T20:20:07.026407] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-12T20:20:07.026457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:07.026488] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:07.026513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:07.026639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:07.084209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:07.084980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:07.085057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:07.085089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:07.209390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:07.209549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:07.209606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:07.209645] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:07.213015] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-12T20:20:07.213283] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-12T20:20:07.213400] [INFO ] [sig       ] CTVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:07.351182] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CTVA.txt
[2025-12-12T20:20:07.351319] [INFO ] [sig       ] [864/3596] Completed CTVA in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:07.351356] [INFO ] [sig       ] [865/3596] Forecasting CUBE...
[2025-12-12T20:20:07.351386] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-12T20:20:07.351415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-12T20:20:07.363073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-12T20:20:07.363348] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-12T20:20:07.364113] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-12T20:20:07.364163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:07.364195] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:07.364221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:07.364277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:07.421132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:07.421813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:07.421889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:07.421921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:07.538850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:07.539011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:07.539049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:07.539078] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:07.542453] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-12T20:20:07.542741] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-12T20:20:07.542860] [INFO ] [sig       ] CUBE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:07.683740] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CUBE.txt
[2025-12-12T20:20:07.683881] [INFO ] [sig       ] [865/3596] Completed CUBE in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:07.683918] [INFO ] [sig       ] [866/3596] Forecasting CUBI...
[2025-12-12T20:20:07.683947] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-12T20:20:07.683986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-12T20:20:07.695666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-12T20:20:07.695957] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-12T20:20:07.696756] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-12T20:20:07.696818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:07.696849] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:07.696876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:07.696931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:07.753970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:07.754753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:07.754837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:07.754870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:07.876706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:07.876867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:07.876906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:07.876934] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:07.880281] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-12T20:20:07.880549] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-12T20:20:07.880690] [INFO ] [sig       ] CUBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:08.017879] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CUBI.txt
[2025-12-12T20:20:08.018045] [INFO ] [sig       ] [866/3596] Completed CUBI in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:08.018084] [INFO ] [sig       ] [867/3596] Forecasting CUK...
[2025-12-12T20:20:08.018113] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-12T20:20:08.018144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-12T20:20:08.030041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-12T20:20:08.030398] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-12T20:20:08.031181] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-12T20:20:08.031232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:08.031264] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:08.031290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:08.031345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:08.087169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:08.087901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:08.087978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:08.088010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:08.213944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:08.214116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:08.214160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:08.214192] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:08.218347] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=70.47%)
[2025-12-12T20:20:08.218723] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-12T20:20:08.218896] [INFO ] [sig       ] CUK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:08.369156] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CUK.txt
[2025-12-12T20:20:08.369302] [INFO ] [sig       ] [867/3596] Completed CUK in 0.4s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:08.369341] [INFO ] [sig       ] [868/3596] Forecasting CULP...
[2025-12-12T20:20:08.369371] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-12T20:20:08.369406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-12T20:20:08.381260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-12T20:20:08.381612] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-12T20:20:08.382378] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-12T20:20:08.382430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:08.382461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:08.382489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:08.382545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:08.440807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:08.441720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:08.441822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:08.441856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:08.544875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:08.545038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:08.545078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:08.545105] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:08.548518] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-12T20:20:08.548844] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-12T20:20:08.548978] [INFO ] [sig       ] CULP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:08.708113] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CULP.txt
[2025-12-12T20:20:08.708281] [INFO ] [sig       ] [868/3596] Completed CULP in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:08.708321] [INFO ] [sig       ] [869/3596] Forecasting CURI...
[2025-12-12T20:20:08.708352] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-12T20:20:08.708386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-12T20:20:08.721018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-12T20:20:08.721337] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-12T20:20:08.722176] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-12T20:20:08.722231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:08.722263] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:08.722290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:08.722345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:08.783793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:08.784718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:08.784801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:08.784834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:08.903732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:08.903894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:08.903935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:08.903962] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:08.907229] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-12-12T20:20:08.907502] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-12T20:20:08.907640] [INFO ] [sig       ] CURI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:09.049295] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CURI.txt
[2025-12-12T20:20:09.049485] [INFO ] [sig       ] [869/3596] Completed CURI in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:09.049528] [INFO ] [sig       ] [870/3596] Forecasting CUZ...
[2025-12-12T20:20:09.049559] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-12T20:20:09.049613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-12T20:20:09.064526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-12T20:20:09.065109] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-12T20:20:09.066016] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-12T20:20:09.066071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:09.066104] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:09.066133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:09.066191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:09.124455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:09.125657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:09.125796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:09.125830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:09.248515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:09.248766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:09.248812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:09.248841] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:09.252760] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2025-12-12T20:20:09.253075] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-12T20:20:09.253211] [INFO ] [sig       ] CUZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:09.397349] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CUZ.txt
[2025-12-12T20:20:09.397598] [INFO ] [sig       ] [870/3596] Completed CUZ in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:09.397642] [INFO ] [sig       ] [871/3596] Forecasting CVAC...
[2025-12-12T20:20:09.397675] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-12T20:20:09.397708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-12T20:20:09.413196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-12T20:20:09.414119] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-12T20:20:09.415125] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-12T20:20:09.415180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:09.415212] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:09.415239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:09.415296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:09.479161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:09.480436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:09.480535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:09.480568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:09.616309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:09.616552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:09.616631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:09.616663] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:09.620682] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=45.24%)
[2025-12-12T20:20:09.621028] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-12T20:20:09.621168] [INFO ] [sig       ] CVAC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:09.770060] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVAC.txt
[2025-12-12T20:20:09.770299] [INFO ] [sig       ] [871/3596] Completed CVAC in 0.4s | 2.85 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-12T20:20:09.770350] [INFO ] [sig       ] [872/3596] Forecasting CVBF...
[2025-12-12T20:20:09.770381] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-12T20:20:09.770414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-12T20:20:09.784250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-12T20:20:09.784694] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-12T20:20:09.785512] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-12T20:20:09.785565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:09.785615] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:09.785641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:09.785697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:09.843267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:09.844337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:09.844425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:09.844457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:09.964618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:09.964779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:09.964819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:09.964846] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:09.969110] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-12T20:20:09.969388] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-12T20:20:09.969512] [INFO ] [sig       ] CVBF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:10.107608] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CVBF.txt
[2025-12-12T20:20:10.107764] [INFO ] [sig       ] [872/3596] Completed CVBF in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:10.107802] [INFO ] [sig       ] [873/3596] Forecasting CVCO...
[2025-12-12T20:20:10.107831] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-12T20:20:10.107860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-12T20:20:10.119976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-12T20:20:10.120292] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-12T20:20:10.121223] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-12T20:20:10.121274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:10.121306] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:10.121333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:10.121389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:10.182566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:10.183400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:10.183483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:10.183517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:10.300986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:10.301162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:10.301201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:10.301229] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:10.304537] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-12T20:20:10.304828] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-12T20:20:10.304950] [INFO ] [sig       ] CVCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:10.444217] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVCO.txt
[2025-12-12T20:20:10.444404] [INFO ] [sig       ] [873/3596] Completed CVCO in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:10.444445] [INFO ] [sig       ] [874/3596] Forecasting CVE...
[2025-12-12T20:20:10.444476] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-12T20:20:10.444507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-12T20:20:10.457596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-12T20:20:10.457957] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-12T20:20:10.458758] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-12T20:20:10.458810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:10.458842] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:10.458869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:10.458925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:10.524152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:10.525128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:10.525228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:10.525267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:10.658252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:10.658417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:10.658457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:10.658486] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:10.662050] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=13.36%)
[2025-12-12T20:20:10.662383] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-12T20:20:10.662518] [INFO ] [sig       ] CVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:10.809487] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVE.txt
[2025-12-12T20:20:10.809688] [INFO ] [sig       ] [874/3596] Completed CVE in 0.4s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:10.809731] [INFO ] [sig       ] [875/3596] Forecasting CVEO...
[2025-12-12T20:20:10.809760] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-12T20:20:10.809801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-12T20:20:10.824502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-12T20:20:10.825114] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-12T20:20:10.826087] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-12T20:20:10.826143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:10.826178] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:10.826206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:10.826265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:10.887368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:10.888640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:10.888741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:10.888775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:11.011199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:11.011436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:11.011481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:11.011512] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:11.015519] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-12T20:20:11.015851] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-12T20:20:11.015986] [INFO ] [sig       ] CVEO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:11.156721] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVEO.txt
[2025-12-12T20:20:11.156980] [INFO ] [sig       ] [875/3596] Completed CVEO in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:11.157034] [INFO ] [sig       ] [876/3596] Forecasting CVGI...
[2025-12-12T20:20:11.157085] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-12T20:20:11.157126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-12T20:20:11.171440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-12T20:20:11.171984] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-12T20:20:11.172972] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-12T20:20:11.173033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:11.173068] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:11.173095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:11.173154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:11.234715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:11.236166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:11.236277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:11.236311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:11.363283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:11.363514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:11.363560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:11.363612] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:11.367756] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-12T20:20:11.368127] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-12T20:20:11.368281] [INFO ] [sig       ] CVGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:11.516666] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CVGI.txt
[2025-12-12T20:20:11.516826] [INFO ] [sig       ] [876/3596] Completed CVGI in 0.4s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:11.516868] [INFO ] [sig       ] [877/3596] Forecasting CVI...
[2025-12-12T20:20:11.516898] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-12T20:20:11.516930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-12T20:20:11.528914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-12T20:20:11.529208] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-12T20:20:11.530067] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-12T20:20:11.530122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:11.530217] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:11.530259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:11.530331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:11.587832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:11.588514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:11.588624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:11.588664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:11.710991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:11.711154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:11.711195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:11.711224] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:11.714668] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-12T20:20:11.714953] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-12T20:20:11.715080] [INFO ] [sig       ] CVI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:11.867885] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVI.txt
[2025-12-12T20:20:11.868048] [INFO ] [sig       ] [877/3596] Completed CVI in 0.4s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:11.868087] [INFO ] [sig       ] [878/3596] Forecasting CVKD...
[2025-12-12T20:20:11.868117] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-12T20:20:11.868147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-12T20:20:11.880704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-12T20:20:11.881091] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-12T20:20:11.882096] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-12T20:20:11.882148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:11.882180] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:11.882208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:11.882264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:11.941188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:11.941839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:11.941917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:11.941951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:12.059063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:12.059224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:12.059264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:12.059291] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:12.062761] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-12T20:20:12.063040] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-12T20:20:12.063159] [INFO ] [sig       ] CVKD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:12.198638] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVKD.txt
[2025-12-12T20:20:12.198753] [INFO ] [sig       ] [878/3596] Completed CVKD in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:12.198789] [INFO ] [sig       ] [879/3596] Forecasting CVNA...
[2025-12-12T20:20:12.198817] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-12T20:20:12.198848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-12T20:20:12.210226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-12T20:20:12.210504] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-12T20:20:12.211284] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-12T20:20:12.211336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:12.211367] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:12.211393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:12.211448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:12.272012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:12.272907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:12.272984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:12.273015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:12.394754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:12.394917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:12.394954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:12.394981] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:12.398307] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-12T20:20:12.398603] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-12T20:20:12.398728] [INFO ] [sig       ] CVNA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:12.535910] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CVNA.txt
[2025-12-12T20:20:12.536059] [INFO ] [sig       ] [879/3596] Completed CVNA in 0.3s | 2.85 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-12T20:20:12.536098] [INFO ] [sig       ] [880/3596] Forecasting CVRX...
[2025-12-12T20:20:12.536126] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-12T20:20:12.536155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-12T20:20:12.553126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-12T20:20:12.553682] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-12T20:20:12.554629] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-12T20:20:12.554682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:12.554714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:12.554741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:12.554798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:12.614342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:12.615460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:12.615565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:12.615631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:12.744838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:12.745159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:12.745233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:12.746163] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:12.750783] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-12T20:20:12.751229] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-12T20:20:12.751392] [INFO ] [sig       ] CVRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:12.899508] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CVRX.txt
[2025-12-12T20:20:12.899742] [INFO ] [sig       ] [880/3596] Completed CVRX in 0.4s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:12.899793] [INFO ] [sig       ] [881/3596] Forecasting CVS...
[2025-12-12T20:20:12.899823] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-12T20:20:12.899857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-12T20:20:12.914008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-12T20:20:12.914603] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-12T20:20:12.915651] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-12T20:20:12.915707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:12.915743] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:12.915778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:12.915848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:12.978730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:12.979716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:12.979806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:12.979839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:13.108745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:13.108910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:13.108950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:13.108978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:13.112646] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-12-12T20:20:13.112934] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-12T20:20:13.113064] [INFO ] [sig       ] CVS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:13.262347] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVS.txt
[2025-12-12T20:20:13.262516] [INFO ] [sig       ] [881/3596] Completed CVS in 0.4s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:13.262556] [INFO ] [sig       ] [882/3596] Forecasting CVX...
[2025-12-12T20:20:13.262608] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-12T20:20:13.262639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-12T20:20:13.275642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-12T20:20:13.275980] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-12T20:20:13.276862] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-12T20:20:13.276915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:13.276946] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:13.276972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:13.277029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:13.341960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:13.342915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:13.342996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:13.343031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:13.482057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:13.482210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:13.482249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:13.482279] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:13.485685] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-12T20:20:13.485989] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-12T20:20:13.486135] [INFO ] [sig       ] CVX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:13.641079] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CVX.txt
[2025-12-12T20:20:13.641235] [INFO ] [sig       ] [882/3596] Completed CVX in 0.4s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:13.641275] [INFO ] [sig       ] [883/3596] Forecasting CWAN...
[2025-12-12T20:20:13.641306] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-12T20:20:13.641340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-12T20:20:13.654023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-12T20:20:13.654383] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-12T20:20:13.655202] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-12T20:20:13.655256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:13.655288] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:13.655315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:13.655371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:13.713625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:13.714516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:13.714617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:13.714653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:13.832311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:13.832465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:13.832505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:13.832532] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:13.835894] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-12T20:20:13.836163] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-12T20:20:13.836285] [INFO ] [sig       ] CWAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:13.974051] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CWAN.txt
[2025-12-12T20:20:13.974202] [INFO ] [sig       ] [883/3596] Completed CWAN in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:13.974241] [INFO ] [sig       ] [884/3596] Forecasting CWBC...
[2025-12-12T20:20:13.974270] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-12T20:20:13.974301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-12T20:20:13.988143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-12T20:20:13.988753] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-12T20:20:13.989797] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-12T20:20:13.989853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:13.989888] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:13.989915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:13.989982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:14.052891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:14.054152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:14.054255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:14.054297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:14.179309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:14.179547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:14.179611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:14.179684] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:14.183474] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-12T20:20:14.183797] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-12T20:20:14.183930] [INFO ] [sig       ] CWBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:14.343786] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CWBC.txt
[2025-12-12T20:20:14.344004] [INFO ] [sig       ] [884/3596] Completed CWBC in 0.4s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:14.344046] [INFO ] [sig       ] [885/3596] Forecasting CWCO...
[2025-12-12T20:20:14.344077] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-12T20:20:14.344109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-12T20:20:14.358969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-12T20:20:14.359759] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-12T20:20:14.360915] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-12T20:20:14.360970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:14.361003] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:14.361030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:14.361087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:14.424044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:14.425174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:14.425270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:14.425304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:14.543042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:14.543210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:14.543249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:14.543278] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:14.546793] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-12-12T20:20:14.547102] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-12T20:20:14.547234] [INFO ] [sig       ] CWCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:14.684659] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CWCO.txt
[2025-12-12T20:20:14.684825] [INFO ] [sig       ] [885/3596] Completed CWCO in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:14.684864] [INFO ] [sig       ] [886/3596] Forecasting CWD...
[2025-12-12T20:20:14.684891] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-12T20:20:14.684921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-12T20:20:14.698978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-12T20:20:14.699546] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-12T20:20:14.700504] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-12T20:20:14.700559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:14.700614] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:14.700643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:14.700702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:14.759532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:14.760847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:14.760982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:14.761016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:14.870883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:14.871119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:14.871162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:14.871191] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:14.875070] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-12T20:20:14.875449] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-12T20:20:14.875668] [INFO ] [sig       ] CWD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:15.020075] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CWD.txt
[2025-12-12T20:20:15.020278] [INFO ] [sig       ] [886/3596] Completed CWD in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:15.020322] [INFO ] [sig       ] [887/3596] Forecasting CWEN...
[2025-12-12T20:20:15.020351] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-12T20:20:15.020383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-12T20:20:15.033710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-12T20:20:15.034187] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-12T20:20:15.035004] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-12T20:20:15.035057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:15.035087] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:15.035114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:15.035169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:15.093414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:15.094298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:15.094422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:15.094456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:15.216513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:15.216694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:15.216735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:15.216762] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:15.220153] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=44.18%)
[2025-12-12T20:20:15.220432] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-12T20:20:15.220555] [INFO ] [sig       ] CWEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:15.358232] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CWEN.txt
[2025-12-12T20:20:15.358376] [INFO ] [sig       ] [887/3596] Completed CWEN in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:15.358415] [INFO ] [sig       ] [888/3596] Forecasting CWH...
[2025-12-12T20:20:15.358444] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-12T20:20:15.358474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-12T20:20:15.371061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-12T20:20:15.371331] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-12T20:20:15.372138] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-12T20:20:15.372189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:15.372220] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:15.372258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:15.372315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:15.432837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:15.433666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:15.433749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:15.433783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:15.558550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:15.558766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:15.558813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:15.558842] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:15.562864] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-12T20:20:15.563201] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-12T20:20:15.563357] [INFO ] [sig       ] CWH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:15.710072] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CWH.txt
[2025-12-12T20:20:15.710279] [INFO ] [sig       ] [888/3596] Completed CWH in 0.4s | 2.85 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-12T20:20:15.710343] [INFO ] [sig       ] [889/3596] Forecasting CWK...
[2025-12-12T20:20:15.710390] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-12T20:20:15.710438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-12T20:20:15.729524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-12T20:20:15.730209] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-12T20:20:15.731302] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-12T20:20:15.731365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:15.731402] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:15.731434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:15.731514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:15.795179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:15.796313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:15.796409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:15.796443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:15.919380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:15.919660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:15.919731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:15.919782] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:15.924031] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=35.30%)
[2025-12-12T20:20:15.924377] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-12T20:20:15.924525] [INFO ] [sig       ] CWK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:16.070931] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CWK.txt
[2025-12-12T20:20:16.071110] [INFO ] [sig       ] [889/3596] Completed CWK in 0.4s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:16.071151] [INFO ] [sig       ] [890/3596] Forecasting CXDO...
[2025-12-12T20:20:16.071181] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-12T20:20:16.071211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-12T20:20:16.083426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-12T20:20:16.083851] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-12T20:20:16.084664] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-12T20:20:16.084715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:16.084747] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:16.084776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:16.084833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:16.143491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:16.144373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:16.144457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:16.144490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:16.261651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:16.261810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:16.261851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:16.261881] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:16.265310] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-12T20:20:16.265602] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-12T20:20:16.265730] [INFO ] [sig       ] CXDO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:16.405853] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CXDO.txt
[2025-12-12T20:20:16.406242] [INFO ] [sig       ] [890/3596] Completed CXDO in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:16.406284] [INFO ] [sig       ] [891/3596] Forecasting CXE...
[2025-12-12T20:20:16.406315] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-12T20:20:16.406345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-12T20:20:16.418766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-12T20:20:16.419277] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-12T20:20:16.420305] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-12T20:20:16.420358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:16.420391] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:16.420418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:16.420473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:16.482460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:16.483531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:16.483655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:16.483703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:16.603815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:16.603996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:16.604043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:16.604073] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:16.607611] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-12T20:20:16.607893] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-12T20:20:16.608033] [INFO ] [sig       ] CXE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:16.749161] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CXE.txt
[2025-12-12T20:20:16.749338] [INFO ] [sig       ] [891/3596] Completed CXE in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:16.749386] [INFO ] [sig       ] [892/3596] Forecasting CXSE...
[2025-12-12T20:20:16.749424] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-12T20:20:16.749463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-12T20:20:16.763867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-12T20:20:16.764281] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-12T20:20:16.765270] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-12T20:20:16.765332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:16.765373] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:16.765411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:16.765487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:16.828423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:16.829294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:16.829377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:16.829411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:16.938792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:16.938953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:16.938991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:16.939018] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:16.942565] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-12T20:20:16.942849] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-12T20:20:16.942966] [INFO ] [sig       ] CXSE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:17.080102] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CXSE.txt
[2025-12-12T20:20:17.080267] [INFO ] [sig       ] [892/3596] Completed CXSE in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:17.080305] [INFO ] [sig       ] [893/3596] Forecasting CYD...
[2025-12-12T20:20:17.080333] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-12T20:20:17.080365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-12T20:20:17.092213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-12T20:20:17.092598] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-12T20:20:17.093376] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-12T20:20:17.093427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:17.093460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:17.093486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:17.093540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:17.151506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:17.152614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:17.152698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:17.152730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:17.269041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:17.269195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:17.269233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:17.269262] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:17.272642] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-12T20:20:17.272909] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-12T20:20:17.273027] [INFO ] [sig       ] CYD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:17.425363] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CYD.txt
[2025-12-12T20:20:17.425560] [INFO ] [sig       ] [893/3596] Completed CYD in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:17.425626] [INFO ] [sig       ] [894/3596] Forecasting CYH...
[2025-12-12T20:20:17.425655] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-12T20:20:17.425684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-12T20:20:17.441842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-12T20:20:17.442359] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-12T20:20:17.443487] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-12T20:20:17.443556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:17.443668] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:17.443722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:17.443835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:17.505034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:17.505945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:17.506038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:17.506077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:17.626714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:17.626873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:17.626915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:17.626945] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:17.630394] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-12-12T20:20:17.630696] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-12T20:20:17.630855] [INFO ] [sig       ] CYH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:17.773327] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CYH.txt
[2025-12-12T20:20:17.773462] [INFO ] [sig       ] [894/3596] Completed CYH in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:17.773500] [INFO ] [sig       ] [895/3596] Forecasting CYN...
[2025-12-12T20:20:17.773528] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-12T20:20:17.773558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-12T20:20:17.785755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-12T20:20:17.786139] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-12T20:20:17.786982] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-12T20:20:17.787036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:17.787069] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:17.787095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:17.787151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:17.846240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:17.847062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:17.847152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:17.847195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:17.962781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:17.962938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:17.962976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:17.963003] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:17.966320] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-12T20:20:17.966602] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-12T20:20:17.966721] [INFO ] [sig       ] CYN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:18.109796] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CYN.txt
[2025-12-12T20:20:18.109929] [INFO ] [sig       ] [895/3596] Completed CYN in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:18.109966] [INFO ] [sig       ] [896/3596] Forecasting CYRX...
[2025-12-12T20:20:18.109994] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-12T20:20:18.110023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-12T20:20:18.122453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-12T20:20:18.122789] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-12T20:20:18.123810] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-12T20:20:18.123862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:18.123893] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:18.123919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:18.123973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:18.182943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:18.183642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:18.183721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:18.183753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:18.306745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:18.306912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:18.306961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:18.306999] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:18.310500] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: UP (p=54.00%)
[2025-12-12T20:20:18.310793] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-12T20:20:18.310922] [INFO ] [sig       ] CYRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:18.449080] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CYRX.txt
[2025-12-12T20:20:18.449215] [INFO ] [sig       ] [896/3596] Completed CYRX in 0.3s | 2.85 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-12T20:20:18.449252] [INFO ] [sig       ] [897/3596] Forecasting CYTK...
[2025-12-12T20:20:18.449279] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-12T20:20:18.449309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-12T20:20:18.461908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-12T20:20:18.462343] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-12T20:20:18.463205] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-12T20:20:18.463261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:18.463295] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:18.463322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:18.463567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:18.524668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:18.525609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:18.525700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:18.525733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:18.653892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:18.654085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:18.654131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:18.654202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:18.658109] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-12T20:20:18.658447] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-12T20:20:18.658610] [INFO ] [sig       ] CYTK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:18.811932] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CYTK.txt
[2025-12-12T20:20:18.812090] [INFO ] [sig       ] [897/3596] Completed CYTK in 0.4s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:18.812132] [INFO ] [sig       ] [898/3596] Forecasting CZFS...
[2025-12-12T20:20:18.812161] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-12T20:20:18.812193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-12T20:20:18.824603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-12T20:20:18.824921] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-12T20:20:18.825841] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-12T20:20:18.825893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:18.825924] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:18.825950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:18.826005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:18.883690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:18.884510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:18.884612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:18.884648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:18.977352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:18.977507] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:20:18.977546] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:18.977592] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:18.980922] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-12-12T20:20:18.981199] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-12T20:20:18.981322] [INFO ] [sig       ] CZFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:19.124179] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CZFS.txt
[2025-12-12T20:20:19.124360] [INFO ] [sig       ] [898/3596] Completed CZFS in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:19.124402] [INFO ] [sig       ] [899/3596] Forecasting CZNC...
[2025-12-12T20:20:19.124432] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-12T20:20:19.124482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-12T20:20:19.137246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-12T20:20:19.137592] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-12T20:20:19.138434] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-12T20:20:19.138487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:19.138522] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:19.138561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:19.138656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:19.197230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:19.198188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:19.198277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:19.198310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:19.314382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:19.314542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:19.314608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:19.314641] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:19.317967] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=40.84%)
[2025-12-12T20:20:19.318239] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-12T20:20:19.318359] [INFO ] [sig       ] CZNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:19.460751] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/CZNC.txt
[2025-12-12T20:20:19.460947] [INFO ] [sig       ] [899/3596] Completed CZNC in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:19.460991] [INFO ] [sig       ] [900/3596] Forecasting CZWI...
[2025-12-12T20:20:19.461020] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-12T20:20:19.461051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-12T20:20:19.472992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-12T20:20:19.473537] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-12T20:20:19.474499] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-12T20:20:19.474549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:19.474606] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:19.474635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:19.474691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:19.531453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:19.532264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:19.532345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:19.532377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:19.644797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:19.644952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:19.644992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:19.645019] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:19.648329] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-12T20:20:19.648616] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-12T20:20:19.648737] [INFO ] [sig       ] CZWI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:19.794304] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/CZWI.txt
[2025-12-12T20:20:19.794459] [INFO ] [sig       ] [900/3596] Completed CZWI in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:19.794498] [INFO ] [sig       ] [901/3596] Forecasting DAIO...
[2025-12-12T20:20:19.794532] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-12T20:20:19.794564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-12T20:20:19.805902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-12T20:20:19.806214] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-12T20:20:19.806991] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-12T20:20:19.807053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:19.807086] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:19.807113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:19.807168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:19.866017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:19.866896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:19.866979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:19.867010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:19.976742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:19.976897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:19.976938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:19.976967] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:19.980321] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-12T20:20:19.980603] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-12T20:20:19.980727] [INFO ] [sig       ] DAIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:20.142160] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DAIO.txt
[2025-12-12T20:20:20.142342] [INFO ] [sig       ] [901/3596] Completed DAIO in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:20.142392] [INFO ] [sig       ] [902/3596] Forecasting DAL...
[2025-12-12T20:20:20.142435] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-12T20:20:20.142472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-12T20:20:20.154788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-12T20:20:20.155177] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-12T20:20:20.156023] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-12T20:20:20.156075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:20.156107] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:20.156134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:20.156190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:20.214756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:20.215659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:20.215744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:20.215776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:20.337611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:20.337776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:20.337816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:20.337844] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:20.341282] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-12-12T20:20:20.341566] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-12T20:20:20.341711] [INFO ] [sig       ] DAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:20.479092] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DAL.txt
[2025-12-12T20:20:20.479232] [INFO ] [sig       ] [902/3596] Completed DAL in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:20.479270] [INFO ] [sig       ] [903/3596] Forecasting DAN...
[2025-12-12T20:20:20.479298] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-12T20:20:20.479329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-12T20:20:20.490797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-12T20:20:20.491103] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-12T20:20:20.491900] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-12T20:20:20.491951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:20.491982] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:20.492008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:20.492063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:20.548626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:20.549244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:20.549320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:20.549352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:20.671277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:20.671430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:20.671469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:20.671497] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:20.674824] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=57.98%)
[2025-12-12T20:20:20.675091] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-12T20:20:20.675209] [INFO ] [sig       ] DAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:20.815286] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DAN.txt
[2025-12-12T20:20:20.815437] [INFO ] [sig       ] [903/3596] Completed DAN in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:20.815475] [INFO ] [sig       ] [904/3596] Forecasting DAO...
[2025-12-12T20:20:20.815503] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-12T20:20:20.815533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-12T20:20:20.826988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-12T20:20:20.827285] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-12T20:20:20.828070] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-12T20:20:20.828120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:20.828151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:20.828177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:20.828232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:20.884889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:20.885608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:20.885711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:20.885754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:21.009068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:21.009222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:21.009260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:21.009288] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:21.012628] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-12-12T20:20:21.012904] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-12T20:20:21.013021] [INFO ] [sig       ] DAO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:21.149470] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DAO.txt
[2025-12-12T20:20:21.149637] [INFO ] [sig       ] [904/3596] Completed DAO in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-12T20:20:21.149690] [INFO ] [sig       ] [905/3596] Forecasting DAPP...
[2025-12-12T20:20:21.149719] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-12T20:20:21.149750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-12T20:20:21.161138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-12T20:20:21.161438] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-12T20:20:21.162262] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-12T20:20:21.162315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:21.162348] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:21.162375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:21.162432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:21.221298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:21.222140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:21.222222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:21.222255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:21.341650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:21.341798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:21.341836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:21.341864] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:21.345128] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-12T20:20:21.345393] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-12T20:20:21.345509] [INFO ] [sig       ] DAPP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:21.484082] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DAPP.txt
[2025-12-12T20:20:21.484231] [INFO ] [sig       ] [905/3596] Completed DAPP in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:21.484270] [INFO ] [sig       ] [906/3596] Forecasting DARE...
[2025-12-12T20:20:21.484300] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-12T20:20:21.484331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-12T20:20:21.496300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-12T20:20:21.496654] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-12T20:20:21.497398] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-12T20:20:21.497448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:21.497479] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:21.497505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:21.497561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:21.553914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:21.554515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:21.554605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:21.554639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:21.665538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:21.665705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:21.665745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:21.665773] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:21.669056] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-12-12T20:20:21.669324] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-12T20:20:21.669458] [INFO ] [sig       ] DARE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:21.807931] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DARE.txt
[2025-12-12T20:20:21.808108] [INFO ] [sig       ] [906/3596] Completed DARE in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:21.808148] [INFO ] [sig       ] [907/3596] Forecasting DASH...
[2025-12-12T20:20:21.808176] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-12T20:20:21.808209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-12T20:20:21.820033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-12T20:20:21.820384] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-12T20:20:21.821193] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-12T20:20:21.821244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:21.821274] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:21.821301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:21.821356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:21.878633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:21.879461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:21.879546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:21.879603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:22.002861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:22.003019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:22.003057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:22.003085] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:22.006387] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=44.64%)
[2025-12-12T20:20:22.006690] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-12T20:20:22.006822] [INFO ] [sig       ] DASH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:22.146692] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DASH.txt
[2025-12-12T20:20:22.146878] [INFO ] [sig       ] [907/3596] Completed DASH in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:22.146917] [INFO ] [sig       ] [908/3596] Forecasting DAVA...
[2025-12-12T20:20:22.146946] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-12T20:20:22.146978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-12T20:20:22.158088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-12T20:20:22.158385] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-12T20:20:22.159169] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-12T20:20:22.159219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:22.159250] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:22.159277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:22.159332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:22.216130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:22.216955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:22.217033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:22.217064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:22.335518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:22.335702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:22.335759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:22.335789] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:22.339270] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-12T20:20:22.339649] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-12T20:20:22.339789] [INFO ] [sig       ] DAVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:22.478695] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DAVA.txt
[2025-12-12T20:20:22.478860] [INFO ] [sig       ] [908/3596] Completed DAVA in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:22.478898] [INFO ] [sig       ] [909/3596] Forecasting DAVE...
[2025-12-12T20:20:22.478927] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-12T20:20:22.478959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-12T20:20:22.489940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-12T20:20:22.490262] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-12T20:20:22.491047] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-12T20:20:22.491097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:22.491128] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:22.491154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:22.491213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:22.549365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:22.550352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:22.550435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:22.550466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:22.668473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:22.668648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:22.668687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:22.668715] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:22.672151] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-12T20:20:22.672441] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-12T20:20:22.672569] [INFO ] [sig       ] DAVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:22.814434] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DAVE.txt
[2025-12-12T20:20:22.814596] [INFO ] [sig       ] [909/3596] Completed DAVE in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:22.814636] [INFO ] [sig       ] [910/3596] Forecasting DAWN...
[2025-12-12T20:20:22.814665] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-12T20:20:22.814697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-12T20:20:22.826202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-12T20:20:22.826511] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-12T20:20:22.827281] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-12T20:20:22.827332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:22.827363] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:22.827389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:22.827445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:22.884919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:22.885806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:22.885883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:22.885916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:23.003090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:23.003246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:23.003285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:23.003313] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:23.006616] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=30.44%)
[2025-12-12T20:20:23.006885] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-12T20:20:23.007016] [INFO ] [sig       ] DAWN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:23.146618] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DAWN.txt
[2025-12-12T20:20:23.146750] [INFO ] [sig       ] [910/3596] Completed DAWN in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:23.146788] [INFO ] [sig       ] [911/3596] Forecasting DB...
[2025-12-12T20:20:23.146816] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-12T20:20:23.146846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-12T20:20:23.158029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-12T20:20:23.158353] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-12T20:20:23.159114] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-12T20:20:23.159164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:23.159221] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:23.159248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:23.159303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:23.215827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:23.216470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:23.216545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:23.216596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:23.337885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:23.338040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:23.338079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:23.338106] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:23.341421] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=78.83%)
[2025-12-12T20:20:23.341707] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-12T20:20:23.341826] [INFO ] [sig       ] DB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:23.478825] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DB.txt
[2025-12-12T20:20:23.478956] [INFO ] [sig       ] [911/3596] Completed DB in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:23.478994] [INFO ] [sig       ] [912/3596] Forecasting DBI...
[2025-12-12T20:20:23.479023] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-12T20:20:23.479054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-12T20:20:23.489968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-12T20:20:23.490253] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-12T20:20:23.491024] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-12T20:20:23.491074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:23.491115] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:23.491142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:23.491196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:23.547773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:23.548432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:23.548507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:23.548539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:23.665691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:23.665847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:23.665885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:23.665912] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:23.669206] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2025-12-12T20:20:23.669502] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-12T20:20:23.669668] [INFO ] [sig       ] DBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:23.808804] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DBI.txt
[2025-12-12T20:20:23.808950] [INFO ] [sig       ] [912/3596] Completed DBI in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:23.808988] [INFO ] [sig       ] [913/3596] Forecasting DBL...
[2025-12-12T20:20:23.809016] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-12T20:20:23.809047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-12T20:20:23.820217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-12T20:20:23.820530] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-12T20:20:23.821356] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-12T20:20:23.821409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:23.821441] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:23.821469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:23.821527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:23.881277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:23.882011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:23.882092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:23.882124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:23.999172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:23.999324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:23.999363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:23.999391] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:24.002981] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-12-12T20:20:24.003262] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-12T20:20:24.003385] [INFO ] [sig       ] DBL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:24.143246] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DBL.txt
[2025-12-12T20:20:24.143381] [INFO ] [sig       ] [913/3596] Completed DBL in 0.3s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:24.143418] [INFO ] [sig       ] [914/3596] Forecasting DBRG...
[2025-12-12T20:20:24.143446] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-12T20:20:24.143477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-12T20:20:24.154642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-12T20:20:24.154999] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-12T20:20:24.155811] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-12T20:20:24.155863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:24.155894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:24.155920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:24.155977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:24.216222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:24.216907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:24.216986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:24.217019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:24.341919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:24.342101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:24.342142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:24.342169] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:24.346442] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-12T20:20:24.346863] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-12T20:20:24.347024] [INFO ] [sig       ] DBRG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:24.496055] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DBRG.txt
[2025-12-12T20:20:24.496410] [INFO ] [sig       ] [914/3596] Completed DBRG in 0.4s | 2.85 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-12T20:20:24.496449] [INFO ] [sig       ] [915/3596] Forecasting DBX...
[2025-12-12T20:20:24.496477] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-12T20:20:24.496508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-12T20:20:24.509379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-12T20:20:24.509817] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-12T20:20:24.511131] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-12T20:20:24.511219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:24.511269] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:24.511498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:24.511618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:24.582487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:24.583510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:24.583609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:24.583644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:24.706153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:24.706318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:24.706358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:24.706386] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:24.709766] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-12-12T20:20:24.710082] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-12T20:20:24.710208] [INFO ] [sig       ] DBX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:24.852611] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DBX.txt
[2025-12-12T20:20:24.852791] [INFO ] [sig       ] [915/3596] Completed DBX in 0.4s | 2.85 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-12T20:20:24.852832] [INFO ] [sig       ] [916/3596] Forecasting DCBO...
[2025-12-12T20:20:24.852867] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-12T20:20:24.852900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-12T20:20:24.864728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-12T20:20:24.865118] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-12T20:20:24.865952] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-12T20:20:24.866006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:24.866060] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:24.866097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:24.866153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:24.925973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:24.926839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:24.926923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:24.926954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:25.057455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:25.057618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:25.057658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:25.057686] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:25.061611] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=24.05%)
[2025-12-12T20:20:25.061887] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-12T20:20:25.062031] [INFO ] [sig       ] DCBO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:25.267340] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DCBO.txt
[2025-12-12T20:20:25.267494] [INFO ] [sig       ] [916/3596] Completed DCBO in 0.4s | 2.85 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-12T20:20:25.267532] [INFO ] [sig       ] [917/3596] Forecasting DCI...
[2025-12-12T20:20:25.267560] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-12T20:20:25.267611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-12T20:20:25.279410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-12T20:20:25.279813] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-12T20:20:25.280684] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-12T20:20:25.280736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:25.280766] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:25.280791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:25.280846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:25.341953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:25.343023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:25.343107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:25.343141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:25.483328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:25.483480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:25.483520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:25.483548] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:25.487040] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-12T20:20:25.487514] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-12T20:20:25.487658] [INFO ] [sig       ] DCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:25.634762] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DCI.txt
[2025-12-12T20:20:25.634925] [INFO ] [sig       ] [917/3596] Completed DCI in 0.4s | 2.85 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-12T20:20:25.634970] [INFO ] [sig       ] [918/3596] Forecasting DCO...
[2025-12-12T20:20:25.635001] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-12T20:20:25.635032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-12T20:20:25.646735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-12T20:20:25.647122] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-12T20:20:25.647961] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-12T20:20:25.648027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:25.648066] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:25.648098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:25.648156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:25.706887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:25.707747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:25.707829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:25.707861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:25.825129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:25.825282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:25.825321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:25.825350] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:25.828656] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-12T20:20:25.828924] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-12T20:20:25.829044] [INFO ] [sig       ] DCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:25.970512] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DCO.txt
[2025-12-12T20:20:25.970696] [INFO ] [sig       ] [918/3596] Completed DCO in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-12T20:20:25.970738] [INFO ] [sig       ] [919/3596] Forecasting DCOM...
[2025-12-12T20:20:25.970770] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-12T20:20:25.970804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-12T20:20:25.982388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-12T20:20:25.982800] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-12T20:20:25.983714] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-12T20:20:25.983770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:25.983803] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:25.983829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:25.983885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:26.042305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:26.043125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:26.043202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:26.043234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:26.162161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:26.162312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:26.162352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:26.162395] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:26.165695] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-12T20:20:26.165962] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-12T20:20:26.166080] [INFO ] [sig       ] DCOM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:26.310039] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DCOM.txt
[2025-12-12T20:20:26.310188] [INFO ] [sig       ] [919/3596] Completed DCOM in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-12T20:20:26.310226] [INFO ] [sig       ] [920/3596] Forecasting DCTH...
[2025-12-12T20:20:26.310254] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-12T20:20:26.310285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-12T20:20:26.324827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-12T20:20:26.325440] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-12T20:20:26.326648] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-12T20:20:26.326706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:26.326741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:26.326768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:26.326826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:26.387619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:26.388813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:26.388916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:26.388950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:26.519402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:26.519713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:26.519764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:26.519794] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:26.524018] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-12T20:20:26.524410] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-12T20:20:26.524569] [INFO ] [sig       ] DCTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:26.674171] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DCTH.txt
[2025-12-12T20:20:26.674384] [INFO ] [sig       ] [920/3596] Completed DCTH in 0.4s | 2.85 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-12T20:20:26.674426] [INFO ] [sig       ] [921/3596] Forecasting DD...
[2025-12-12T20:20:26.674456] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-12T20:20:26.674489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-12T20:20:26.687750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-12T20:20:26.688268] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-12T20:20:26.689188] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-12T20:20:26.689240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:26.689272] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:26.689299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:26.689356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:26.747459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:26.748615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:26.748761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:26.748794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:26.871038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:26.871206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:26.871248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:26.871275] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:26.874685] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-12T20:20:26.874969] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-12T20:20:26.875093] [INFO ] [sig       ] DD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:27.012801] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DD.txt
[2025-12-12T20:20:27.012963] [INFO ] [sig       ] [921/3596] Completed DD in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:27.013003] [INFO ] [sig       ] [922/3596] Forecasting DDD...
[2025-12-12T20:20:27.013033] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-12T20:20:27.013063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-12T20:20:27.025056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-12T20:20:27.025440] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-12T20:20:27.026250] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-12T20:20:27.026303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:27.026334] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:27.026360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:27.026416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:27.086115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:27.086982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:27.087065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:27.087098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:27.208310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:27.208484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:27.208533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:27.208563] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:27.212188] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-12T20:20:27.212488] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-12T20:20:27.212650] [INFO ] [sig       ] DDD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:27.355532] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DDD.txt
[2025-12-12T20:20:27.355690] [INFO ] [sig       ] [922/3596] Completed DDD in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:27.355730] [INFO ] [sig       ] [923/3596] Forecasting DDI...
[2025-12-12T20:20:27.355758] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-12T20:20:27.355787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-12T20:20:27.367448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-12T20:20:27.367820] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-12T20:20:27.368611] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-12T20:20:27.368663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:27.368694] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:27.368719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:27.368773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:27.425449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:27.426153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:27.426231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:27.426263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:27.545816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:27.545970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:27.546009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:27.546039] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:27.549392] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2025-12-12T20:20:27.549705] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-12T20:20:27.549827] [INFO ] [sig       ] DDI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:27.689490] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DDI.txt
[2025-12-12T20:20:27.689747] [INFO ] [sig       ] [923/3596] Completed DDI in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:27.689807] [INFO ] [sig       ] [924/3596] Forecasting DDL...
[2025-12-12T20:20:27.689852] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-12T20:20:27.689895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-12T20:20:27.702165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-12T20:20:27.702509] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-12T20:20:27.703297] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-12T20:20:27.703350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:27.703381] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:27.703407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:27.703462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:27.761199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:27.762023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:27.762112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:27.762144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:27.882025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:27.882189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:27.882228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:27.882255] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:27.885648] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2025-12-12T20:20:27.885944] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-12T20:20:27.886069] [INFO ] [sig       ] DDL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:28.027969] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DDL.txt
[2025-12-12T20:20:28.028170] [INFO ] [sig       ] [924/3596] Completed DDL in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:28.028224] [INFO ] [sig       ] [925/3596] Forecasting DDOG...
[2025-12-12T20:20:28.028266] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-12T20:20:28.028308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-12T20:20:28.040250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-12T20:20:28.040602] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-12T20:20:28.041387] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-12T20:20:28.041452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:28.041486] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:28.041513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:28.041569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:28.099331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:28.100076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:28.100156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:28.100188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:28.219699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:28.219864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:28.219906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:28.219935] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:28.223277] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2025-12-12T20:20:28.223554] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-12T20:20:28.223697] [INFO ] [sig       ] DDOG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:28.361869] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DDOG.txt
[2025-12-12T20:20:28.362028] [INFO ] [sig       ] [925/3596] Completed DDOG in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:28.362076] [INFO ] [sig       ] [926/3596] Forecasting DDS...
[2025-12-12T20:20:28.362109] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-12T20:20:28.362142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-12T20:20:28.373439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-12T20:20:28.373786] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-12T20:20:28.374554] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-12T20:20:28.374627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:28.374662] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:28.374689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:28.374746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:28.431249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:28.431929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:28.432005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:28.432036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:28.549906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:28.550056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:28.550102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:28.550136] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:28.553434] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-12T20:20:28.553721] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-12T20:20:28.553842] [INFO ] [sig       ] DDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:28.694210] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DDS.txt
[2025-12-12T20:20:28.694370] [INFO ] [sig       ] [926/3596] Completed DDS in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:28.694408] [INFO ] [sig       ] [927/3596] Forecasting DE...
[2025-12-12T20:20:28.694437] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-12T20:20:28.694467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-12T20:20:28.706087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-12T20:20:28.706379] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-12T20:20:28.707134] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-12T20:20:28.707185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:28.707216] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:28.707242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:28.707302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:28.763560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:28.764416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:28.764503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:28.764536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:28.888595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:28.888742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:28.888779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:28.888807] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:28.892156] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=44.34%)
[2025-12-12T20:20:28.892633] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-12T20:20:28.892752] [INFO ] [sig       ] DE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:29.029804] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DE.txt
[2025-12-12T20:20:29.029916] [INFO ] [sig       ] [927/3596] Completed DE in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:29.029953] [INFO ] [sig       ] [928/3596] Forecasting DEA...
[2025-12-12T20:20:29.029982] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-12T20:20:29.030012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-12T20:20:29.041166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-12T20:20:29.041438] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-12T20:20:29.042206] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-12T20:20:29.042258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:29.042313] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:29.042340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:29.042395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:29.099745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:29.100370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:29.100442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:29.100474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:29.219473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:29.219613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:29.219664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:29.219695] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:29.222880] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-12T20:20:29.223151] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-12T20:20:29.223272] [INFO ] [sig       ] DEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:29.361670] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DEA.txt
[2025-12-12T20:20:29.361787] [INFO ] [sig       ] [928/3596] Completed DEA in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:29.361830] [INFO ] [sig       ] [929/3596] Forecasting DECK...
[2025-12-12T20:20:29.361860] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-12T20:20:29.361889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-12T20:20:29.373263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-12T20:20:29.373533] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-12T20:20:29.374284] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-12T20:20:29.374334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:29.374364] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:29.374390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:29.374443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:29.435611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:29.436435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:29.436510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:29.436541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:29.557333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:29.557486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:29.557524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:29.557551] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:29.560892] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-12-12T20:20:29.561154] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-12T20:20:29.561271] [INFO ] [sig       ] DECK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:29.716308] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DECK.txt
[2025-12-12T20:20:29.716462] [INFO ] [sig       ] [929/3596] Completed DECK in 0.4s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:29.716501] [INFO ] [sig       ] [930/3596] Forecasting DEI...
[2025-12-12T20:20:29.716531] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-12T20:20:29.716560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-12T20:20:29.729428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-12T20:20:29.729902] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-12T20:20:29.730741] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-12T20:20:29.730796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:29.730829] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:29.730855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:29.730911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:29.790192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:29.790888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:29.790969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:29.791002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:29.915068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:29.915225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:29.915265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:29.915294] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:29.918726] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=45.98%)
[2025-12-12T20:20:29.919006] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-12T20:20:29.919146] [INFO ] [sig       ] DEI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:30.056312] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DEI.txt
[2025-12-12T20:20:30.056448] [INFO ] [sig       ] [930/3596] Completed DEI in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:30.056485] [INFO ] [sig       ] [931/3596] Forecasting DELL...
[2025-12-12T20:20:30.056515] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-12T20:20:30.056545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-12T20:20:30.068825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-12T20:20:30.069138] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-12T20:20:30.069962] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-12T20:20:30.070014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:30.070045] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:30.070070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:30.070129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:30.128548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:30.129414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:30.129498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:30.129532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:30.249900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:30.250061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:30.250101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:30.250163] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:30.253733] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-12T20:20:30.254026] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-12T20:20:30.254157] [INFO ] [sig       ] DELL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:30.393606] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DELL.txt
[2025-12-12T20:20:30.393775] [INFO ] [sig       ] [931/3596] Completed DELL in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:30.393813] [INFO ] [sig       ] [932/3596] Forecasting DENN...
[2025-12-12T20:20:30.393842] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-12T20:20:30.393873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-12T20:20:30.405695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-12T20:20:30.406008] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-12T20:20:30.406976] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-12T20:20:30.407027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:30.407057] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:30.407083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:30.407140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:30.466323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:30.466997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:30.467073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:30.467105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:30.588450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:30.588613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:30.588671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:30.588702] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:30.592097] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-12T20:20:30.592379] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-12T20:20:30.592502] [INFO ] [sig       ] DENN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:30.734100] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DENN.txt
[2025-12-12T20:20:30.734246] [INFO ] [sig       ] [932/3596] Completed DENN in 0.3s | 2.85 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-12T20:20:30.734284] [INFO ] [sig       ] [933/3596] Forecasting DEO...
[2025-12-12T20:20:30.734313] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-12T20:20:30.734342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-12T20:20:30.745869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-12T20:20:30.746156] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-12T20:20:30.746921] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-12T20:20:30.746973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:30.747005] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:30.747031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:30.747086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:30.805449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:30.806328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:30.806411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:30.806443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:30.928449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:30.928620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:30.928661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:30.928690] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:30.932062] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-12T20:20:30.932332] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-12T20:20:30.932453] [INFO ] [sig       ] DEO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:31.070945] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DEO.txt
[2025-12-12T20:20:31.071084] [INFO ] [sig       ] [933/3596] Completed DEO in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-12T20:20:31.071121] [INFO ] [sig       ] [934/3596] Forecasting DERM...
[2025-12-12T20:20:31.071150] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-12T20:20:31.071181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-12T20:20:31.083475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-12T20:20:31.083763] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-12T20:20:31.084609] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-12T20:20:31.084661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:31.084692] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:31.084717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:31.084773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:31.142139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:31.142880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:31.142973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:31.143006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:31.266557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:31.266729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:31.266771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:31.266798] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:31.270484] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-12T20:20:31.270779] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-12T20:20:31.270904] [INFO ] [sig       ] DERM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:31.413070] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DERM.txt
[2025-12-12T20:20:31.413240] [INFO ] [sig       ] [934/3596] Completed DERM in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-12T20:20:31.413279] [INFO ] [sig       ] [935/3596] Forecasting DFGP...
[2025-12-12T20:20:31.413309] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-12T20:20:31.413339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-12T20:20:31.425745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-12T20:20:31.426052] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-12T20:20:31.426829] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-12T20:20:31.426881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:31.426912] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:31.426938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:31.426993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:31.485355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:31.485977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:31.486052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:31.486083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:31.607146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:31.607305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:31.607346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:31.607374] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:31.610753] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-12T20:20:31.611020] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-12T20:20:31.611138] [INFO ] [sig       ] DFGP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:31.753197] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DFGP.txt
[2025-12-12T20:20:31.753529] [INFO ] [sig       ] [935/3596] Completed DFGP in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-12T20:20:31.753568] [INFO ] [sig       ] [936/3596] Forecasting DFGX...
[2025-12-12T20:20:31.753616] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-12T20:20:31.753646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-12T20:20:31.765504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-12T20:20:31.765910] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-12T20:20:31.766926] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-12T20:20:31.766978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:31.767022] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:31.767049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:31.767105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:31.825428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:31.826280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:31.826360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:31.826393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:31.950408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:31.950762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:31.950801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:31.950829] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:31.954359] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-12T20:20:31.954661] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-12T20:20:31.954805] [INFO ] [sig       ] DFGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:32.095136] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DFGX.txt
[2025-12-12T20:20:32.095275] [INFO ] [sig       ] [936/3596] Completed DFGX in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-12T20:20:32.095312] [INFO ] [sig       ] [937/3596] Forecasting DFH...
[2025-12-12T20:20:32.095341] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-12T20:20:32.095371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-12T20:20:32.107000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-12T20:20:32.107375] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-12T20:20:32.108222] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-12T20:20:32.108276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:32.108308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:32.108335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:32.108393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:32.166271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:32.167275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:32.167357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:32.167389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:32.291517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:32.291691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:32.291733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:32.291761] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:32.295091] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-12T20:20:32.295361] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-12T20:20:32.295482] [INFO ] [sig       ] DFH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:32.434290] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DFH.txt
[2025-12-12T20:20:32.434452] [INFO ] [sig       ] [937/3596] Completed DFH in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:32.434491] [INFO ] [sig       ] [938/3596] Forecasting DFIN...
[2025-12-12T20:20:32.434523] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-12T20:20:32.434555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-12T20:20:32.446249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-12T20:20:32.446818] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-12T20:20:32.447616] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-12T20:20:32.447670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:32.447702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:32.447729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:32.447786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:32.510728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:32.511593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:32.511702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:32.511735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:32.631262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:32.631422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:32.631462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:32.631491] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:32.635092] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-12T20:20:32.635390] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-12T20:20:32.635521] [INFO ] [sig       ] DFIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:32.782531] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DFIN.txt
[2025-12-12T20:20:32.782767] [INFO ] [sig       ] [938/3596] Completed DFIN in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:32.782831] [INFO ] [sig       ] [939/3596] Forecasting DFP...
[2025-12-12T20:20:32.782883] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-12T20:20:32.782935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-12T20:20:32.798005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-12T20:20:32.798422] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-12T20:20:32.799489] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-12T20:20:32.799588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:32.799660] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:32.799706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:32.799787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:32.864203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:32.865036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:32.865119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:32.865159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:32.986164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:32.986332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:32.986372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:32.986400] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:32.989900] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-12T20:20:32.990227] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-12T20:20:32.990370] [INFO ] [sig       ] DFP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:33.130960] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DFP.txt
[2025-12-12T20:20:33.131113] [INFO ] [sig       ] [939/3596] Completed DFP in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:33.131151] [INFO ] [sig       ] [940/3596] Forecasting DG...
[2025-12-12T20:20:33.131180] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-12T20:20:33.131238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-12T20:20:33.142948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-12T20:20:33.143337] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-12T20:20:33.144148] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-12T20:20:33.144205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:33.144235] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:33.144261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:33.144316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:33.200973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:33.201841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:33.201923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:33.201954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:33.324186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:33.324337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:33.324376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:33.324405] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:33.327840] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=47.08%)
[2025-12-12T20:20:33.328115] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-12T20:20:33.328246] [INFO ] [sig       ] DG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:33.468919] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DG.txt
[2025-12-12T20:20:33.469048] [INFO ] [sig       ] [940/3596] Completed DG in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:33.469085] [INFO ] [sig       ] [941/3596] Forecasting DGCB...
[2025-12-12T20:20:33.469114] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-12T20:20:33.469144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-12T20:20:33.480004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-12T20:20:33.480281] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-12T20:20:33.481048] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-12T20:20:33.481098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:33.481129] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:33.481155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:33.481210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:33.540286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:33.540951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:33.541029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:33.541062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:33.661209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:33.661355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:33.661395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:33.661423] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:33.665081] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-12T20:20:33.665347] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-12T20:20:33.665466] [INFO ] [sig       ] DGCB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:33.809365] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DGCB.txt
[2025-12-12T20:20:33.809804] [INFO ] [sig       ] [941/3596] Completed DGCB in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:33.809858] [INFO ] [sig       ] [942/3596] Forecasting DGICA...
[2025-12-12T20:20:33.809890] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-12T20:20:33.809921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-12T20:20:33.822644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-12T20:20:33.822939] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-12T20:20:33.823911] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-12T20:20:33.823963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:33.823996] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:33.824022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:33.824079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:33.886761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:33.887724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:33.887814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:33.887847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:34.015971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:34.016131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:34.016171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:34.016198] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:34.019615] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-12T20:20:34.019960] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-12T20:20:34.020090] [INFO ] [sig       ] DGICA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:34.166347] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DGICA.txt
[2025-12-12T20:20:34.166727] [INFO ] [sig       ] [942/3596] Completed DGICA in 0.4s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:34.166767] [INFO ] [sig       ] [943/3596] Forecasting DGII...
[2025-12-12T20:20:34.166796] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-12T20:20:34.166828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-12T20:20:34.179233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-12T20:20:34.179826] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-12T20:20:34.180635] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-12T20:20:34.180687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:34.180718] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:34.180745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:34.180799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:34.242454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:34.243318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:34.243398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:34.243430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:34.371723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:34.371881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:34.371920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:34.371967] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:34.375324] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-12T20:20:34.375635] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-12T20:20:34.375786] [INFO ] [sig       ] DGII: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:34.525106] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DGII.txt
[2025-12-12T20:20:34.525265] [INFO ] [sig       ] [943/3596] Completed DGII in 0.4s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:34.525305] [INFO ] [sig       ] [944/3596] Forecasting DGLY...
[2025-12-12T20:20:34.525335] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-12T20:20:34.525365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-12T20:20:34.536858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-12T20:20:34.537235] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-12T20:20:34.538048] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-12T20:20:34.538100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:34.538133] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:34.538160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:34.538217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:34.595883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:34.596706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:34.596784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:34.596815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:34.707185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:34.707332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:34.707370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:34.707398] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:34.710689] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=42.75%)
[2025-12-12T20:20:34.710963] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-12T20:20:34.711080] [INFO ] [sig       ] DGLY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:34.850940] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DGLY.txt
[2025-12-12T20:20:34.851095] [INFO ] [sig       ] [944/3596] Completed DGLY in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:34.851134] [INFO ] [sig       ] [945/3596] Forecasting DGRE...
[2025-12-12T20:20:34.851164] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-12T20:20:34.851200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-12T20:20:34.862979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-12T20:20:34.863317] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-12T20:20:34.864141] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-12T20:20:34.864193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:34.864258] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:34.864297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:34.864378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:34.924328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:34.925039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:34.925116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:34.925150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:35.034911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:35.035060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:35.035099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:35.035126] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:35.038407] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-12T20:20:35.038702] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-12T20:20:35.038821] [INFO ] [sig       ] DGRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:35.179881] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DGRE.txt
[2025-12-12T20:20:35.180022] [INFO ] [sig       ] [945/3596] Completed DGRE in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:35.180060] [INFO ] [sig       ] [946/3596] Forecasting DGRS...
[2025-12-12T20:20:35.180089] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-12T20:20:35.180118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-12T20:20:35.191307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-12T20:20:35.191636] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-12T20:20:35.192436] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-12T20:20:35.192488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:35.192519] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:35.192547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:35.192625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:35.253014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:35.253709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:35.253788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:35.253821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:35.372851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:35.373012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:35.373052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:35.373079] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:35.376341] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-12T20:20:35.376628] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-12T20:20:35.376749] [INFO ] [sig       ] DGRS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:35.515117] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DGRS.txt
[2025-12-12T20:20:35.515248] [INFO ] [sig       ] [946/3596] Completed DGRS in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:35.515285] [INFO ] [sig       ] [947/3596] Forecasting DGX...
[2025-12-12T20:20:35.515314] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-12T20:20:35.515344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-12T20:20:35.526885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-12T20:20:35.527158] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-12T20:20:35.527917] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-12T20:20:35.527968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:35.528000] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:35.528026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:35.528091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:35.595918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:35.596792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:35.596874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:35.596906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:35.719637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:35.719799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:35.719838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:35.719866] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:35.723295] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-12T20:20:35.723623] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-12T20:20:35.723753] [INFO ] [sig       ] DGX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:35.866082] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DGX.txt
[2025-12-12T20:20:35.866240] [INFO ] [sig       ] [947/3596] Completed DGX in 0.4s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:35.866278] [INFO ] [sig       ] [948/3596] Forecasting DH...
[2025-12-12T20:20:35.866308] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-12T20:20:35.866344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-12T20:20:35.877838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-12T20:20:35.878205] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-12T20:20:35.878984] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-12T20:20:35.879035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:35.879065] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:35.879091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:35.879146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:35.940030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:35.940853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:35.940935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:35.940968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:36.064405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:36.064557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:36.064615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:36.064675] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:36.068177] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-12T20:20:36.068685] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-12T20:20:36.068810] [INFO ] [sig       ] DH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:36.210191] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DH.txt
[2025-12-12T20:20:36.210342] [INFO ] [sig       ] [948/3596] Completed DH in 0.3s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:36.210381] [INFO ] [sig       ] [949/3596] Forecasting DHC...
[2025-12-12T20:20:36.210411] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-12T20:20:36.210442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-12T20:20:36.223299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-12T20:20:36.223873] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-12T20:20:36.224885] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-12T20:20:36.224950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:36.224982] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:36.225008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:36.225065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:36.297023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:36.297922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:36.298003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:36.298036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:36.433158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:36.433332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:36.433380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:36.433410] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:36.437011] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=81.90%)
[2025-12-12T20:20:36.437338] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-12T20:20:36.437479] [INFO ] [sig       ] DHC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:36.617692] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DHC.txt
[2025-12-12T20:20:36.617867] [INFO ] [sig       ] [949/3596] Completed DHC in 0.4s | 2.85 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-12T20:20:36.617906] [INFO ] [sig       ] [950/3596] Forecasting DHF...
[2025-12-12T20:20:36.617936] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-12T20:20:36.617968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-12T20:20:36.634029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-12T20:20:36.634566] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-12T20:20:36.635733] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-12T20:20:36.635797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:36.635839] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:36.635877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:36.635955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:36.711843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:36.713114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:36.713250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:36.713291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:36.866782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:36.866980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:36.867044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:36.867095] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:36.872664] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-12T20:20:36.873204] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-12T20:20:36.873417] [INFO ] [sig       ] DHF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:37.091311] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DHF.txt
[2025-12-12T20:20:37.091548] [INFO ] [sig       ] [950/3596] Completed DHF in 0.5s | 2.85 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-12T20:20:37.091631] [INFO ] [sig       ] [951/3596] Forecasting DHI...
[2025-12-12T20:20:37.091683] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-12T20:20:37.091736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-12T20:20:37.110902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-12T20:20:37.111373] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-12T20:20:37.112399] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-12T20:20:37.112459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:37.112495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:37.112525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:37.112613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:37.187399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:37.188456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:37.188561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:37.188625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:37.342087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:37.342266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:37.342309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:37.342337] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:37.346685] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-12T20:20:37.347142] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-12T20:20:37.347341] [INFO ] [sig       ] DHI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:37.534337] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DHI.txt
[2025-12-12T20:20:37.534509] [INFO ] [sig       ] [951/3596] Completed DHI in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-12T20:20:37.534550] [INFO ] [sig       ] [952/3596] Forecasting DHIL...
[2025-12-12T20:20:37.534598] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-12T20:20:37.534633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-12T20:20:37.547257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-12T20:20:37.547736] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-12T20:20:37.548768] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-12T20:20:37.548825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:37.548857] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:37.548884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:37.548940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:37.609534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:37.610897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:37.611018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:37.611068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:37.747335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:37.747501] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:20:37.747543] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:37.747592] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:37.751128] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-12T20:20:37.751427] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-12T20:20:37.751563] [INFO ] [sig       ] DHIL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:37.892621] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DHIL.txt
[2025-12-12T20:20:37.892805] [INFO ] [sig       ] [952/3596] Completed DHIL in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-12T20:20:37.892863] [INFO ] [sig       ] [953/3596] Forecasting DHX...
[2025-12-12T20:20:37.892897] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-12T20:20:37.892929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-12T20:20:37.904412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-12T20:20:37.904772] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-12T20:20:37.905612] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-12T20:20:37.905665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:37.905707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:37.905737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:37.905794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:37.965248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:37.966251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:37.966338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:37.966371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:38.085187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:38.085341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:38.085383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:38.085411] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:38.088895] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-12T20:20:38.089195] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-12T20:20:38.089330] [INFO ] [sig       ] DHX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:38.236442] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DHX.txt
[2025-12-12T20:20:38.236635] [INFO ] [sig       ] [953/3596] Completed DHX in 0.3s | 2.85 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-12T20:20:38.236687] [INFO ] [sig       ] [954/3596] Forecasting DIBS...
[2025-12-12T20:20:38.236718] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-12T20:20:38.236748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-12T20:20:38.248669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-12T20:20:38.249066] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-12T20:20:38.249939] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-12T20:20:38.249994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:38.250025] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:38.250051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:38.250108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:38.318162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:38.319265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:38.319355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:38.319389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:38.447451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:38.447638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:38.447699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:38.447727] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:38.451938] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-12T20:20:38.452213] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-12T20:20:38.452359] [INFO ] [sig       ] DIBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:38.597133] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DIBS.txt
[2025-12-12T20:20:38.597309] [INFO ] [sig       ] [954/3596] Completed DIBS in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-12T20:20:38.597356] [INFO ] [sig       ] [955/3596] Forecasting DIN...
[2025-12-12T20:20:38.597392] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-12T20:20:38.597429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-12T20:20:38.608891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-12T20:20:38.609251] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-12T20:20:38.610069] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-12T20:20:38.610120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:38.610151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:38.610177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:38.610232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:38.672176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:38.673049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:38.673167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:38.673199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:38.800757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:38.800925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:38.800974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:38.801009] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:38.804495] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-12T20:20:38.804801] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-12T20:20:38.804927] [INFO ] [sig       ] DIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:38.952401] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DIN.txt
[2025-12-12T20:20:38.952565] [INFO ] [sig       ] [955/3596] Completed DIN in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:38.952631] [INFO ] [sig       ] [956/3596] Forecasting DINO...
[2025-12-12T20:20:38.952673] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-12T20:20:38.952715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-12T20:20:38.964991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-12T20:20:38.965378] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-12T20:20:38.966194] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-12T20:20:38.966246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:38.966276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:38.966305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:38.966362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:39.027311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:39.028209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:39.028299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:39.028331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:39.164330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:39.164491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:39.164551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:39.164603] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:39.168276] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-12T20:20:39.168816] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-12T20:20:39.168960] [INFO ] [sig       ] DINO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:39.311394] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DINO.txt
[2025-12-12T20:20:39.311545] [INFO ] [sig       ] [956/3596] Completed DINO in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:39.311601] [INFO ] [sig       ] [957/3596] Forecasting DIOD...
[2025-12-12T20:20:39.311632] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-12T20:20:39.311663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-12T20:20:39.324898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-12T20:20:39.325257] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-12T20:20:39.326044] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-12T20:20:39.326097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:39.326127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:39.326153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:39.326207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:39.384425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:39.385230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:39.385310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:39.385342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:39.509108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:39.509264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:39.509303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:39.509331] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:39.512752] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-12T20:20:39.513032] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-12T20:20:39.513155] [INFO ] [sig       ] DIOD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:39.659181] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DIOD.txt
[2025-12-12T20:20:39.659316] [INFO ] [sig       ] [957/3596] Completed DIOD in 0.3s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:39.659354] [INFO ] [sig       ] [958/3596] Forecasting DIS...
[2025-12-12T20:20:39.659381] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-12T20:20:39.659412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-12T20:20:39.671752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-12T20:20:39.672049] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-12T20:20:39.672837] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-12T20:20:39.672887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:39.672919] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:39.672945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:39.673000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:39.730144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:39.730871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:39.730957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:39.730989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:39.854860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:39.855015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:39.855055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:39.855084] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:39.859892] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-12T20:20:39.860278] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-12T20:20:39.860439] [INFO ] [sig       ] DIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:40.004011] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DIS.txt
[2025-12-12T20:20:40.004172] [INFO ] [sig       ] [958/3596] Completed DIS in 0.3s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:40.004211] [INFO ] [sig       ] [959/3596] Forecasting DJCO...
[2025-12-12T20:20:40.004240] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-12T20:20:40.004271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-12T20:20:40.016299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-12T20:20:40.016667] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-12T20:20:40.017431] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-12T20:20:40.017482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:40.017513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:40.017539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:40.017620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:40.079439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:40.080254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:40.080333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:40.080367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:40.213971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:40.214156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:40.214219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:40.214264] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:40.219302] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-12T20:20:40.219753] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-12T20:20:40.219934] [INFO ] [sig       ] DJCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:40.372197] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DJCO.txt
[2025-12-12T20:20:40.372360] [INFO ] [sig       ] [959/3596] Completed DJCO in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:40.372398] [INFO ] [sig       ] [960/3596] Forecasting DK...
[2025-12-12T20:20:40.372427] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-12T20:20:40.372458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-12T20:20:40.386187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-12T20:20:40.386791] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-12T20:20:40.387657] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-12T20:20:40.387710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:40.387757] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:40.387787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:40.387844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:40.450249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:40.451329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:40.451414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:40.451447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:40.577829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:40.577983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:40.578025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:40.578053] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:40.581799] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=67.74%)
[2025-12-12T20:20:40.582078] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-12T20:20:40.582200] [INFO ] [sig       ] DK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:40.729461] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DK.txt
[2025-12-12T20:20:40.729870] [INFO ] [sig       ] [960/3596] Completed DK in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:40.729912] [INFO ] [sig       ] [961/3596] Forecasting DKL...
[2025-12-12T20:20:40.729941] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-12T20:20:40.729973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-12T20:20:40.743780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-12T20:20:40.744173] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-12T20:20:40.745002] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-12T20:20:40.745056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:40.745088] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:40.745114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:40.745170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:40.808757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:40.809674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:40.809762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:40.809794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:40.929428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:40.929599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:40.929664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:40.929700] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:40.933768] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-12T20:20:40.934054] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-12T20:20:40.934178] [INFO ] [sig       ] DKL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:41.082002] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DKL.txt
[2025-12-12T20:20:41.082166] [INFO ] [sig       ] [961/3596] Completed DKL in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:41.082206] [INFO ] [sig       ] [962/3596] Forecasting DKNG...
[2025-12-12T20:20:41.082235] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-12T20:20:41.082265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-12T20:20:41.095672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-12T20:20:41.096066] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-12T20:20:41.096883] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-12T20:20:41.096936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:41.097003] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:41.097044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:41.097127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:41.164067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:41.164979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:41.165063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:41.165095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:41.291811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:41.291971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:41.292010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:41.292038] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:41.295417] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-12T20:20:41.295711] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-12T20:20:41.295832] [INFO ] [sig       ] DKNG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:41.442189] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DKNG.txt
[2025-12-12T20:20:41.442374] [INFO ] [sig       ] [962/3596] Completed DKNG in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:41.442414] [INFO ] [sig       ] [963/3596] Forecasting DKS...
[2025-12-12T20:20:41.442442] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-12T20:20:41.442472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-12T20:20:41.457251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-12T20:20:41.457838] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-12T20:20:41.458690] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-12T20:20:41.458743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:41.458774] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:41.458799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:41.458853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:41.531772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:41.532674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:41.532756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:41.532789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:41.653969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:41.654129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:41.654171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:41.654199] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:41.658450] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-12T20:20:41.658767] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-12T20:20:41.658899] [INFO ] [sig       ] DKS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:41.810430] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DKS.txt
[2025-12-12T20:20:41.810616] [INFO ] [sig       ] [963/3596] Completed DKS in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:41.810659] [INFO ] [sig       ] [964/3596] Forecasting DLB...
[2025-12-12T20:20:41.810690] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-12T20:20:41.810730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-12T20:20:41.823956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-12T20:20:41.824353] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-12T20:20:41.825379] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-12T20:20:41.825433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:41.825466] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:41.825494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:41.825552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:41.896794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:41.897719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:41.897803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:41.897836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:42.024897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:42.025057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:42.025098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:42.025126] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:42.028772] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-12T20:20:42.029084] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-12T20:20:42.029216] [INFO ] [sig       ] DLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:42.173631] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DLB.txt
[2025-12-12T20:20:42.173788] [INFO ] [sig       ] [964/3596] Completed DLB in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:42.173827] [INFO ] [sig       ] [965/3596] Forecasting DLHC...
[2025-12-12T20:20:42.173855] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-12T20:20:42.173887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-12T20:20:42.187313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-12T20:20:42.187750] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-12T20:20:42.188568] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-12T20:20:42.188647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:42.188680] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:42.188706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:42.188763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:42.253741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:42.254646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:42.254729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:42.254763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:42.383208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:42.383371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:42.383418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:42.383486] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:42.387444] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-12T20:20:42.387784] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-12T20:20:42.387922] [INFO ] [sig       ] DLHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:42.560566] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DLHC.txt
[2025-12-12T20:20:42.560756] [INFO ] [sig       ] [965/3596] Completed DLHC in 0.4s | 2.85 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-12T20:20:42.560797] [INFO ] [sig       ] [966/3596] Forecasting DLNG...
[2025-12-12T20:20:42.560828] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-12T20:20:42.560860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-12T20:20:42.574482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-12T20:20:42.575094] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-12T20:20:42.575965] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-12T20:20:42.576024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:42.576061] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:42.576098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:42.576155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:42.643418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:42.644480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:42.644563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:42.644616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:42.772755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:42.772912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:42.772957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:42.773000] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:42.776664] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-12-12T20:20:42.776955] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-12T20:20:42.777081] [INFO ] [sig       ] DLNG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:42.940086] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DLNG.txt
[2025-12-12T20:20:42.940241] [INFO ] [sig       ] [966/3596] Completed DLNG in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:42.940281] [INFO ] [sig       ] [967/3596] Forecasting DLO...
[2025-12-12T20:20:42.940312] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-12T20:20:42.940345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-12T20:20:42.953293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-12T20:20:42.953663] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-12T20:20:42.954530] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-12T20:20:42.954609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:42.954648] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:42.954675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:42.954732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:43.017774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:43.018773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:43.018870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:43.018904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:43.145007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:43.145164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:43.145204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:43.145251] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:43.149042] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-12T20:20:43.149329] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-12T20:20:43.149457] [INFO ] [sig       ] DLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:43.302910] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DLO.txt
[2025-12-12T20:20:43.303060] [INFO ] [sig       ] [967/3596] Completed DLO in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:43.303100] [INFO ] [sig       ] [968/3596] Forecasting DLPN...
[2025-12-12T20:20:43.303131] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-12T20:20:43.303163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-12T20:20:43.318359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-12T20:20:43.318920] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-12T20:20:43.319878] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-12T20:20:43.319932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:43.319965] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:43.319992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:43.320052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:43.380372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:43.381516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:43.381636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:43.381671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:43.493563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:43.494015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:43.494061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:43.494090] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:43.498498] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=58.10%)
[2025-12-12T20:20:43.499033] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-12T20:20:43.499180] [INFO ] [sig       ] DLPN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:43.646490] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DLPN.txt
[2025-12-12T20:20:43.646918] [INFO ] [sig       ] [968/3596] Completed DLPN in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:43.646968] [INFO ] [sig       ] [969/3596] Forecasting DLTH...
[2025-12-12T20:20:43.646999] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-12T20:20:43.647032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-12T20:20:43.662115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-12T20:20:43.662817] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-12T20:20:43.663878] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-12T20:20:43.663935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:43.663968] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:43.663994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:43.664052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:43.725021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:43.726258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:43.726365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:43.726398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:43.855332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:43.855565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:43.855652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:43.855708] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:43.859598] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2025-12-12T20:20:43.859928] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-12T20:20:43.860067] [INFO ] [sig       ] DLTH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:44.008350] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DLTH.txt
[2025-12-12T20:20:44.008602] [INFO ] [sig       ] [969/3596] Completed DLTH in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:44.008652] [INFO ] [sig       ] [970/3596] Forecasting DLX...
[2025-12-12T20:20:44.008684] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-12T20:20:44.008718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-12T20:20:44.022746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-12T20:20:44.023306] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-12T20:20:44.024225] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-12T20:20:44.024282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:44.024314] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:44.024340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:44.024398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:44.085418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:44.086565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:44.086679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:44.086714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:44.222266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:44.222534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:44.222603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:44.222649] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:44.227208] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-12T20:20:44.227609] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-12T20:20:44.227774] [INFO ] [sig       ] DLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:44.384528] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DLX.txt
[2025-12-12T20:20:44.384757] [INFO ] [sig       ] [970/3596] Completed DLX in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:44.384801] [INFO ] [sig       ] [971/3596] Forecasting DLY...
[2025-12-12T20:20:44.384833] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-12T20:20:44.384866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-12T20:20:44.399464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-12T20:20:44.400130] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-12T20:20:44.401100] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-12T20:20:44.401154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:44.401186] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:44.401213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:44.401302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:44.464204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:44.466181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:44.466441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:44.466476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:44.597739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:44.597964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:44.598012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:44.598044] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:44.601873] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-12T20:20:44.602189] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-12T20:20:44.602334] [INFO ] [sig       ] DLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:44.755028] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DLY.txt
[2025-12-12T20:20:44.755238] [INFO ] [sig       ] [971/3596] Completed DLY in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:44.755285] [INFO ] [sig       ] [972/3596] Forecasting DMAC...
[2025-12-12T20:20:44.755317] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-12T20:20:44.755349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-12T20:20:44.770030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-12T20:20:44.770756] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-12T20:20:44.772017] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-12T20:20:44.772091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:44.772135] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:44.772174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:44.772257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:44.839708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:44.841006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:44.841173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:44.841206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:44.973760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:44.973983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:44.974026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:44.974055] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:44.977744] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-12T20:20:44.978064] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-12T20:20:44.978202] [INFO ] [sig       ] DMAC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:45.125938] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DMAC.txt
[2025-12-12T20:20:45.126146] [INFO ] [sig       ] [972/3596] Completed DMAC in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:45.126188] [INFO ] [sig       ] [973/3596] Forecasting DMB...
[2025-12-12T20:20:45.126218] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-12T20:20:45.126253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-12T20:20:45.140879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-12T20:20:45.141337] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-12T20:20:45.142226] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-12T20:20:45.142304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:45.142338] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:45.142364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:45.142422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:45.200549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:45.201619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:45.201710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:45.201742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:45.325830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:45.326058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:45.326102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:45.326132] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:45.329952] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2025-12-12T20:20:45.330254] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-12T20:20:45.330387] [INFO ] [sig       ] DMB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:45.469623] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DMB.txt
[2025-12-12T20:20:45.469849] [INFO ] [sig       ] [973/3596] Completed DMB in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-12T20:20:45.469890] [INFO ] [sig       ] [974/3596] Forecasting DMLP...
[2025-12-12T20:20:45.469921] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-12T20:20:45.469953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-12T20:20:45.486949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-12T20:20:45.487609] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-12T20:20:45.488714] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-12T20:20:45.488781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:45.488826] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:45.488864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:45.488944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:45.554668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:45.555667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:45.555757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:45.555793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:45.680626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:45.680788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:45.680829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:45.680856] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:45.684285] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-12T20:20:45.684625] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-12T20:20:45.684761] [INFO ] [sig       ] DMLP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:45.826824] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DMLP.txt
[2025-12-12T20:20:45.826975] [INFO ] [sig       ] [974/3596] Completed DMLP in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:45.827014] [INFO ] [sig       ] [975/3596] Forecasting DMO...
[2025-12-12T20:20:45.827044] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-12T20:20:45.827073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-12T20:20:45.839188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-12T20:20:45.839515] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-12T20:20:45.840332] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-12T20:20:45.840384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:45.840416] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:45.840447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:45.840515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:45.899886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:45.900891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:45.900972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:45.901006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:46.022885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:46.023042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:46.023082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:46.023110] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:46.026500] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-12T20:20:46.026821] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-12T20:20:46.026969] [INFO ] [sig       ] DMO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:46.167010] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DMO.txt
[2025-12-12T20:20:46.167188] [INFO ] [sig       ] [975/3596] Completed DMO in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:46.167228] [INFO ] [sig       ] [976/3596] Forecasting DMRC...
[2025-12-12T20:20:46.167258] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-12T20:20:46.167287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-12T20:20:46.178398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-12T20:20:46.178734] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-12T20:20:46.179498] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-12T20:20:46.179550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:46.179612] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:46.179673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:46.179733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:46.237733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:46.238492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:46.238591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:46.238627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:46.363893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:46.364056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:46.364097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:46.364125] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:46.367923] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-12T20:20:46.368228] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-12T20:20:46.368355] [INFO ] [sig       ] DMRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:46.518969] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DMRC.txt
[2025-12-12T20:20:46.519145] [INFO ] [sig       ] [976/3596] Completed DMRC in 0.4s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:46.519192] [INFO ] [sig       ] [977/3596] Forecasting DMXF...
[2025-12-12T20:20:46.519221] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-12T20:20:46.519253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-12T20:20:46.532074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-12T20:20:46.532437] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-12T20:20:46.533430] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-12T20:20:46.533482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:46.533513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:46.533538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:46.533793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:46.591814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:46.592599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:46.592682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:46.592713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:46.708903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:46.709057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:46.709096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:46.709124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:46.712845] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2025-12-12T20:20:46.713119] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-12T20:20:46.713237] [INFO ] [sig       ] DMXF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:46.852185] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DMXF.txt
[2025-12-12T20:20:46.852315] [INFO ] [sig       ] [977/3596] Completed DMXF in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:46.852352] [INFO ] [sig       ] [978/3596] Forecasting DNA...
[2025-12-12T20:20:46.852381] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-12T20:20:46.852410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-12T20:20:46.864329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-12T20:20:46.864613] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-12T20:20:46.865508] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-12T20:20:46.865558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:46.865612] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:46.865639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:46.865695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:46.922930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:46.923618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:46.923696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:46.923727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:47.042303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:47.042441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:47.042477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:47.042507] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:47.045761] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-12T20:20:47.046047] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-12T20:20:47.046168] [INFO ] [sig       ] DNA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:47.188019] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DNA.txt
[2025-12-12T20:20:47.188176] [INFO ] [sig       ] [978/3596] Completed DNA in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:47.188214] [INFO ] [sig       ] [979/3596] Forecasting DNLI...
[2025-12-12T20:20:47.188243] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-12T20:20:47.188273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-12T20:20:47.199450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-12T20:20:47.199799] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-12T20:20:47.200628] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-12T20:20:47.200684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:47.200741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:47.200768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:47.200824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:47.257730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:47.258356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:47.258432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:47.258464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:47.374821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:47.374960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:47.374997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:47.375025] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:47.378334] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-12T20:20:47.378634] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-12T20:20:47.378759] [INFO ] [sig       ] DNLI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:47.515511] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DNLI.txt
[2025-12-12T20:20:47.515668] [INFO ] [sig       ] [979/3596] Completed DNLI in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:47.515708] [INFO ] [sig       ] [980/3596] Forecasting DNP...
[2025-12-12T20:20:47.515738] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-12T20:20:47.515768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-12T20:20:47.527786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-12T20:20:47.528082] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-12T20:20:47.528851] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-12T20:20:47.528902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:47.528932] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:47.528958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:47.529013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:47.585843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:47.586464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:47.586543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:47.586591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:47.705217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:47.705362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:47.705416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:47.705446] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:47.708799] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-12T20:20:47.709072] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-12T20:20:47.709193] [INFO ] [sig       ] DNP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:47.845543] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DNP.txt
[2025-12-12T20:20:47.845687] [INFO ] [sig       ] [980/3596] Completed DNP in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:47.845725] [INFO ] [sig       ] [981/3596] Forecasting DNTH...
[2025-12-12T20:20:47.845755] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-12T20:20:47.845784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-12T20:20:47.856754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-12T20:20:47.857024] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-12T20:20:47.857805] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-12T20:20:47.857856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:47.857887] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:47.857913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:47.857968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:47.917388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:47.918123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:47.918204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:47.918237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:48.036201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:48.036347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:48.036384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:48.036411] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:48.039757] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-12T20:20:48.040025] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-12T20:20:48.040145] [INFO ] [sig       ] DNTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:48.180811] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DNTH.txt
[2025-12-12T20:20:48.180955] [INFO ] [sig       ] [981/3596] Completed DNTH in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:48.180995] [INFO ] [sig       ] [982/3596] Forecasting DOCN...
[2025-12-12T20:20:48.181024] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-12T20:20:48.181062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-12T20:20:48.192326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-12T20:20:48.192652] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-12T20:20:48.193398] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-12T20:20:48.193449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:48.193479] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:48.193505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:48.193560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:48.250477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:48.251179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:48.251259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:48.251292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:48.370492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:48.370657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:48.370697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:48.370758] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:48.374148] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-12-12T20:20:48.374423] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-12T20:20:48.374552] [INFO ] [sig       ] DOCN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:48.522850] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DOCN.txt
[2025-12-12T20:20:48.523011] [INFO ] [sig       ] [982/3596] Completed DOCN in 0.3s | 2.85 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-12T20:20:48.523050] [INFO ] [sig       ] [983/3596] Forecasting DOCS...
[2025-12-12T20:20:48.523082] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-12T20:20:48.523114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-12T20:20:48.534696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-12T20:20:48.535046] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-12T20:20:48.535871] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-12T20:20:48.535926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:48.535958] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:48.535986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:48.536043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:48.593371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:48.594294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:48.594406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:48.594468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:48.718951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:48.719142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:48.719190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:48.719220] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:48.722847] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-12T20:20:48.723146] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-12T20:20:48.723278] [INFO ] [sig       ] DOCS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:48.861377] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DOCS.txt
[2025-12-12T20:20:48.861535] [INFO ] [sig       ] [983/3596] Completed DOCS in 0.3s | 2.85 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-12T20:20:48.861596] [INFO ] [sig       ] [984/3596] Forecasting DOGZ...
[2025-12-12T20:20:48.861629] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-12T20:20:48.861665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-12T20:20:48.876515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-12T20:20:48.877145] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-12T20:20:48.878248] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-12T20:20:48.878305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:48.878369] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:48.878402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:48.878474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:48.939800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:48.940655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:48.940736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:48.940771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:49.070547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:49.070723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:49.070960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:49.070990] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:49.074415] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=17.48%)
[2025-12-12T20:20:49.074726] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-12T20:20:49.074861] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:49.222713] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DOGZ.txt
[2025-12-12T20:20:49.222869] [INFO ] [sig       ] [984/3596] Completed DOGZ in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-12T20:20:49.222908] [INFO ] [sig       ] [985/3596] Forecasting DOLE...
[2025-12-12T20:20:49.222938] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-12T20:20:49.222970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-12T20:20:49.234455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-12T20:20:49.234795] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-12T20:20:49.235591] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-12T20:20:49.235644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:49.235677] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:49.235705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:49.235763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:49.294715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:49.295533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:49.295824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:49.295858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:49.421370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:49.421516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:49.421558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:49.421607] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:49.424959] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-12T20:20:49.425239] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-12T20:20:49.425361] [INFO ] [sig       ] DOLE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:49.567517] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DOLE.txt
[2025-12-12T20:20:49.567671] [INFO ] [sig       ] [985/3596] Completed DOLE in 0.3s | 2.85 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-12T20:20:49.567711] [INFO ] [sig       ] [986/3596] Forecasting DOMO...
[2025-12-12T20:20:49.567740] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-12T20:20:49.567769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-12T20:20:49.581745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-12T20:20:49.582141] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-12T20:20:49.583165] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-12T20:20:49.583218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:49.583250] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:49.583276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:49.583332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:49.647701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:49.648594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:49.648681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:49.648738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:49.776383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:49.776541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:49.776603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:49.776636] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:49.781215] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-12T20:20:49.781660] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-12T20:20:49.781846] [INFO ] [sig       ] DOMO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:49.935077] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DOMO.txt
[2025-12-12T20:20:49.935236] [INFO ] [sig       ] [986/3596] Completed DOMO in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-12T20:20:49.935277] [INFO ] [sig       ] [987/3596] Forecasting DORM...
[2025-12-12T20:20:49.935307] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-12T20:20:49.935338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-12T20:20:49.946894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-12T20:20:49.947258] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-12T20:20:49.948043] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-12T20:20:49.948094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:49.948125] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:49.948151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:49.948206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:50.010779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:50.011681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:50.011785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:50.011833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:50.140475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:50.140652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:50.140699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:50.140728] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:50.144267] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2025-12-12T20:20:50.144589] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-12T20:20:50.144719] [INFO ] [sig       ] DORM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:50.289392] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DORM.txt
[2025-12-12T20:20:50.289548] [INFO ] [sig       ] [987/3596] Completed DORM in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-12T20:20:50.289613] [INFO ] [sig       ] [988/3596] Forecasting DOUG...
[2025-12-12T20:20:50.289657] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-12T20:20:50.289689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-12T20:20:50.302502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-12T20:20:50.302882] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-12T20:20:50.303689] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-12T20:20:50.303742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:50.303773] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:50.303992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:50.304047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:50.363456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:50.364293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:50.364374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:50.364405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:50.492645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:50.492807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:50.492848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:50.492876] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:50.496569] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2025-12-12T20:20:50.497058] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-12T20:20:50.497183] [INFO ] [sig       ] DOUG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:50.642198] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DOUG.txt
[2025-12-12T20:20:50.642368] [INFO ] [sig       ] [988/3596] Completed DOUG in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-12T20:20:50.642407] [INFO ] [sig       ] [989/3596] Forecasting DOX...
[2025-12-12T20:20:50.642437] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-12T20:20:50.642467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-12T20:20:50.655199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-12T20:20:50.655589] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-12T20:20:50.656352] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-12T20:20:50.656402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:50.656433] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:50.656460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:50.656515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:50.714262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:50.715119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:50.715237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:50.715269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:50.845384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:50.845597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:50.845641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:50.845672] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:50.849213] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=73.83%)
[2025-12-12T20:20:50.849526] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-12T20:20:50.849698] [INFO ] [sig       ] DOX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:50.995529] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DOX.txt
[2025-12-12T20:20:50.995719] [INFO ] [sig       ] [989/3596] Completed DOX in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-12T20:20:50.995758] [INFO ] [sig       ] [990/3596] Forecasting DPG...
[2025-12-12T20:20:50.995787] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-12T20:20:50.996026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-12T20:20:51.008676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-12T20:20:51.009047] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-12T20:20:51.009857] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-12T20:20:51.009916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:51.009949] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:51.009975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:51.010030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:51.069267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:51.070343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:51.070423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:51.070456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:51.189669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:51.189831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:51.189869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:51.189898] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:51.193237] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-12T20:20:51.193532] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-12T20:20:51.193676] [INFO ] [sig       ] DPG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:51.333902] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DPG.txt
[2025-12-12T20:20:51.334061] [INFO ] [sig       ] [990/3596] Completed DPG in 0.3s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:51.334100] [INFO ] [sig       ] [991/3596] Forecasting DPRO...
[2025-12-12T20:20:51.334133] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-12T20:20:51.334168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-12T20:20:51.345487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-12T20:20:51.345869] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-12T20:20:51.346639] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-12T20:20:51.346689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:51.346720] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:51.346745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:51.346800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:51.405680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:51.406491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:51.406591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:51.406625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:51.526510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:51.526701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:51.526942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:51.526989] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:51.530838] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-12T20:20:51.531117] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-12T20:20:51.531251] [INFO ] [sig       ] DPRO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:51.671940] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DPRO.txt
[2025-12-12T20:20:51.672066] [INFO ] [sig       ] [991/3596] Completed DPRO in 0.3s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:51.672103] [INFO ] [sig       ] [992/3596] Forecasting DPZ...
[2025-12-12T20:20:51.672132] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-12T20:20:51.672162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-12T20:20:51.683929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-12T20:20:51.684187] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-12T20:20:51.684956] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-12T20:20:51.685006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:51.685037] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:51.685063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:51.685125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:51.744787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:51.745397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:51.745482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:51.745517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:51.867289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:51.867440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:51.867478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:51.867509] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:51.871656] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-12-12T20:20:51.871934] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-12T20:20:51.872057] [INFO ] [sig       ] DPZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:52.020127] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DPZ.txt
[2025-12-12T20:20:52.020358] [INFO ] [sig       ] [992/3596] Completed DPZ in 0.3s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:52.020412] [INFO ] [sig       ] [993/3596] Forecasting DQ...
[2025-12-12T20:20:52.020455] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-12T20:20:52.020501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-12T20:20:52.036364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-12T20:20:52.036796] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-12T20:20:52.037862] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-12T20:20:52.037926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:52.037971] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:52.038009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:52.038090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:52.099374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:52.100141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:52.100218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:52.100267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:52.224460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:52.224640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:52.224682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:52.224710] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:52.228043] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=58.10%)
[2025-12-12T20:20:52.228335] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-12T20:20:52.228463] [INFO ] [sig       ] DQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:52.373631] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DQ.txt
[2025-12-12T20:20:52.373768] [INFO ] [sig       ] [993/3596] Completed DQ in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:52.373807] [INFO ] [sig       ] [994/3596] Forecasting DRD...
[2025-12-12T20:20:52.373836] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-12T20:20:52.373865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-12T20:20:52.386456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-12T20:20:52.386895] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-12T20:20:52.387819] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-12T20:20:52.387873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:52.387905] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:52.387931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:52.387987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:52.449512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:52.450467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:52.450562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:52.450629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:52.580119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:52.580285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:52.580326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:52.580355] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:52.584156] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-12-12T20:20:52.584466] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-12T20:20:52.584619] [INFO ] [sig       ] DRD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:52.732921] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DRD.txt
[2025-12-12T20:20:52.733078] [INFO ] [sig       ] [994/3596] Completed DRD in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:52.733116] [INFO ] [sig       ] [995/3596] Forecasting DRH...
[2025-12-12T20:20:52.733146] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-12T20:20:52.733176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-12T20:20:52.744997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-12T20:20:52.745358] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-12T20:20:52.746140] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-12T20:20:52.746191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:52.746222] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:52.746248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:52.746314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:52.806804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:52.807707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:52.807790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:52.807823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:52.936801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:52.936959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:52.937001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:52.937031] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:52.940863] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-12T20:20:52.941162] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-12T20:20:52.941294] [INFO ] [sig       ] DRH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:53.085962] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DRH.txt
[2025-12-12T20:20:53.086128] [INFO ] [sig       ] [995/3596] Completed DRH in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:53.086173] [INFO ] [sig       ] [996/3596] Forecasting DRI...
[2025-12-12T20:20:53.086206] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-12T20:20:53.086236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-12T20:20:53.098688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-12T20:20:53.099055] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-12T20:20:53.099887] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-12T20:20:53.099941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:53.099999] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:53.100027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:53.100083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:53.161101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:53.161905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:53.161984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:53.162017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:53.288959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:53.289098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:53.289137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:53.289164] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:53.292553] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-12T20:20:53.292848] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-12T20:20:53.292972] [INFO ] [sig       ] DRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:53.433894] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DRI.txt
[2025-12-12T20:20:53.434033] [INFO ] [sig       ] [996/3596] Completed DRI in 0.3s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:53.434072] [INFO ] [sig       ] [997/3596] Forecasting DRIO...
[2025-12-12T20:20:53.434101] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-12T20:20:53.434131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-12T20:20:53.445794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-12T20:20:53.446256] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-12T20:20:53.447235] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-12T20:20:53.447298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:53.447330] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:53.447356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:53.447412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:53.510165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:53.510817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:53.510898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:53.510930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:53.629926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:53.630075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:53.630116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:53.630144] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:53.633638] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-12T20:20:53.633912] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-12T20:20:53.634035] [INFO ] [sig       ] DRIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:53.777321] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DRIO.txt
[2025-12-12T20:20:53.777460] [INFO ] [sig       ] [997/3596] Completed DRIO in 0.3s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:53.777498] [INFO ] [sig       ] [998/3596] Forecasting DRLL...
[2025-12-12T20:20:53.777527] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-12T20:20:53.777559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-12T20:20:53.789442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-12T20:20:53.789885] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-12T20:20:53.790699] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-12T20:20:53.790750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:53.790978] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:53.791004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:53.791059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:53.856426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:53.857388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:53.857479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:53.857520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:53.983733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:53.983904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:53.983942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:53.983969] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:53.987635] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-12-12T20:20:53.988008] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-12T20:20:53.988146] [INFO ] [sig       ] DRLL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:54.136502] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DRLL.txt
[2025-12-12T20:20:54.136681] [INFO ] [sig       ] [998/3596] Completed DRLL in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:54.136721] [INFO ] [sig       ] [999/3596] Forecasting DRMA...
[2025-12-12T20:20:54.136750] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-12T20:20:54.136782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-12T20:20:54.151586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-12T20:20:54.152142] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-12T20:20:54.153090] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-12T20:20:54.153145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:54.153177] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:54.153202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:54.153260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:54.218483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:54.219951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:54.220086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:54.220120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:54.349456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:54.349672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:54.349728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:54.349804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:54.355230] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-12T20:20:54.355628] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-12T20:20:54.355783] [INFO ] [sig       ] DRMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:54.510214] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DRMA.txt
[2025-12-12T20:20:54.510373] [INFO ] [sig       ] [999/3596] Completed DRMA in 0.4s | 2.85 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-12T20:20:54.510413] [INFO ] [sig       ] [1000/3596] Forecasting DRS...
[2025-12-12T20:20:54.510444] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-12T20:20:54.510475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-12T20:20:54.523345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-12T20:20:54.523797] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-12T20:20:54.524632] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-12T20:20:54.524688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:54.524721] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:54.524749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:54.524806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:54.588086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:54.589150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:54.589233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:54.589266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:54.720371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:54.720530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:54.720590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:54.720623] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:54.725653] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=69.84%)
[2025-12-12T20:20:54.726328] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-12T20:20:54.726515] [INFO ] [sig       ] DRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:54.891929] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DRS.txt
[2025-12-12T20:20:54.892096] [INFO ] [sig       ] [1000/3596] Completed DRS in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:54.892138] [INFO ] [sig       ] [1001/3596] Forecasting DRTS...
[2025-12-12T20:20:54.892169] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-12T20:20:54.892200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-12T20:20:54.905538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-12T20:20:54.905951] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-12T20:20:54.907138] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-12T20:20:54.907193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:54.907224] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:54.907250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:54.907306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:54.975025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:54.976218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:54.976309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:54.976345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:55.098511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:55.098688] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:20:55.098732] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:55.098764] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:55.102296] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-12T20:20:55.102608] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-12T20:20:55.102737] [INFO ] [sig       ] DRTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:55.252243] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DRTS.txt
[2025-12-12T20:20:55.252402] [INFO ] [sig       ] [1001/3596] Completed DRTS in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:55.252441] [INFO ] [sig       ] [1002/3596] Forecasting DRUG...
[2025-12-12T20:20:55.252471] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-12T20:20:55.252503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-12T20:20:55.264187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-12T20:20:55.264534] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-12T20:20:55.265341] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-12T20:20:55.265391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:55.265422] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:55.265448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:55.265504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:55.327546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:55.328664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:55.328746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:55.328785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:55.455062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:55.455209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:55.455247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:55.455296] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:55.458654] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2025-12-12T20:20:55.458958] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-12T20:20:55.459078] [INFO ] [sig       ] DRUG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:55.601494] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DRUG.txt
[2025-12-12T20:20:55.601643] [INFO ] [sig       ] [1002/3596] Completed DRUG in 0.3s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:55.601684] [INFO ] [sig       ] [1003/3596] Forecasting DRVN...
[2025-12-12T20:20:55.601724] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-12T20:20:55.601754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-12T20:20:55.614985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-12T20:20:55.615402] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-12T20:20:55.616306] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-12T20:20:55.616362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:55.616394] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:55.616420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:55.616490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:55.678532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:55.679416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:55.679506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:55.679537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:55.807884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:55.808051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:55.808092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:55.808119] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:55.811611] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-12T20:20:55.811938] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-12T20:20:55.812066] [INFO ] [sig       ] DRVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:55.964454] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DRVN.txt
[2025-12-12T20:20:55.964656] [INFO ] [sig       ] [1003/3596] Completed DRVN in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:55.964700] [INFO ] [sig       ] [1004/3596] Forecasting DSGN...
[2025-12-12T20:20:55.964731] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-12T20:20:55.964761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-12T20:20:55.977168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-12T20:20:55.977588] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-12T20:20:55.978591] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-12T20:20:55.978645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:55.978675] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:55.978701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:55.978756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:56.037132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:56.038031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:56.038113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:56.038146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:56.165497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:56.165686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:56.165734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:56.165768] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:56.169563] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-12-12T20:20:56.169885] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-12T20:20:56.170014] [INFO ] [sig       ] DSGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:56.319359] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DSGN.txt
[2025-12-12T20:20:56.319510] [INFO ] [sig       ] [1004/3596] Completed DSGN in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:56.319548] [INFO ] [sig       ] [1005/3596] Forecasting DSGX...
[2025-12-12T20:20:56.319596] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-12T20:20:56.319629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-12T20:20:56.331847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-12T20:20:56.332193] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-12T20:20:56.333065] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-12T20:20:56.333119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:56.333151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:56.333177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:56.333232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:56.392041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:56.392907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:56.392989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:56.393021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:56.515433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:56.515615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:56.515656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:56.515685] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:56.519232] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-12T20:20:56.519530] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-12T20:20:56.519767] [INFO ] [sig       ] DSGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:56.670702] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DSGX.txt
[2025-12-12T20:20:56.670884] [INFO ] [sig       ] [1005/3596] Completed DSGX in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:56.670934] [INFO ] [sig       ] [1006/3596] Forecasting DSL...
[2025-12-12T20:20:56.670965] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-12T20:20:56.670996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-12T20:20:56.683599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-12T20:20:56.683930] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-12T20:20:56.684722] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-12T20:20:56.684776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:56.684807] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:56.684834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:56.684889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:56.741481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:56.742281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:56.742390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:56.742422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:56.862525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:56.862694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:56.862738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:56.862765] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:56.866085] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-12T20:20:56.866355] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-12T20:20:56.866473] [INFO ] [sig       ] DSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:57.008617] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DSL.txt
[2025-12-12T20:20:57.008766] [INFO ] [sig       ] [1006/3596] Completed DSL in 0.3s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:57.008803] [INFO ] [sig       ] [1007/3596] Forecasting DSM...
[2025-12-12T20:20:57.008832] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-12T20:20:57.008865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-12T20:20:57.020652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-12T20:20:57.020973] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-12T20:20:57.021742] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-12T20:20:57.021794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:57.021825] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:57.021850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:57.021907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:57.081069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:57.081735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:57.081825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:57.081861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:57.201536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:57.201702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:57.201750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:57.201785] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:57.205057] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-12-12T20:20:57.205325] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-12T20:20:57.205443] [INFO ] [sig       ] DSM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:57.349317] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DSM.txt
[2025-12-12T20:20:57.349458] [INFO ] [sig       ] [1007/3596] Completed DSM in 0.3s | 2.85 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-12T20:20:57.349496] [INFO ] [sig       ] [1008/3596] Forecasting DSP...
[2025-12-12T20:20:57.349526] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-12T20:20:57.349556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-12T20:20:57.363534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-12T20:20:57.364003] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-12T20:20:57.364826] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-12T20:20:57.364879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:57.364924] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:57.364951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:57.365006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:57.424227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:57.425121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:57.425204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:57.425236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:57.559981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:57.560145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:57.560184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:57.560214] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:57.563805] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=35.50%)
[2025-12-12T20:20:57.564127] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-12T20:20:57.564263] [INFO ] [sig       ] DSP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:57.713308] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DSP.txt
[2025-12-12T20:20:57.713464] [INFO ] [sig       ] [1008/3596] Completed DSP in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:20:57.713502] [INFO ] [sig       ] [1009/3596] Forecasting DSX...
[2025-12-12T20:20:57.713530] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-12T20:20:57.713562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-12T20:20:57.725829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-12T20:20:57.726107] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-12T20:20:57.726871] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-12T20:20:57.726922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:57.726953] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:57.726979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:57.727034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:57.786428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:57.787274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:57.787348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:57.787379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:57.915197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:57.915356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:57.915396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:57.915428] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:57.919660] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-12T20:20:57.919948] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-12T20:20:57.920289] [INFO ] [sig       ] DSX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:20:58.073609] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DSX.txt
[2025-12-12T20:20:58.073789] [INFO ] [sig       ] [1009/3596] Completed DSX in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:20:58.073842] [INFO ] [sig       ] [1010/3596] Forecasting DTB...
[2025-12-12T20:20:58.073876] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-12T20:20:58.073908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-12T20:20:58.087768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-12T20:20:58.088314] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-12T20:20:58.089178] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-12T20:20:58.089232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:58.089264] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:58.089290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:58.089346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:58.153227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:58.154085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:58.154171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:58.154215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:58.272599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:58.272751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:58.272792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:58.272820] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:58.276256] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=80.61%)
[2025-12-12T20:20:58.276545] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-12T20:20:58.276694] [INFO ] [sig       ] DTB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:58.425693] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DTB.txt
[2025-12-12T20:20:58.425914] [INFO ] [sig       ] [1010/3596] Completed DTB in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:20:58.425964] [INFO ] [sig       ] [1011/3596] Forecasting DTE...
[2025-12-12T20:20:58.425994] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-12T20:20:58.426208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-12T20:20:58.439103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-12T20:20:58.439452] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-12T20:20:58.440464] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-12T20:20:58.440518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:58.440550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:58.440605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:58.440667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:58.507050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:58.507943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:58.508028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:58.508062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:58.629261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:58.629413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:58.629455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:58.629482] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:58.633526] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-12T20:20:58.633847] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-12T20:20:58.633983] [INFO ] [sig       ] DTE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:58.779702] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DTE.txt
[2025-12-12T20:20:58.779861] [INFO ] [sig       ] [1011/3596] Completed DTE in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:20:58.779914] [INFO ] [sig       ] [1012/3596] Forecasting DTG...
[2025-12-12T20:20:58.779951] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-12T20:20:58.779983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-12T20:20:58.791959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-12T20:20:58.792262] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-12T20:20:58.793026] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-12T20:20:58.793076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:58.793107] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:58.793133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:58.793187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:58.851921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:58.852853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:58.853127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:58.853158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:58.971948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:58.972107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:58.972147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:58.972175] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:58.975841] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-12T20:20:58.976113] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-12T20:20:58.976234] [INFO ] [sig       ] DTG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:59.122705] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DTG.txt
[2025-12-12T20:20:59.122848] [INFO ] [sig       ] [1012/3596] Completed DTG in 0.3s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:20:59.122887] [INFO ] [sig       ] [1013/3596] Forecasting DTIL...
[2025-12-12T20:20:59.122916] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-12T20:20:59.122947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-12T20:20:59.134962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-12T20:20:59.135316] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-12T20:20:59.136193] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-12T20:20:59.136256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:59.136326] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:59.136358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:59.136426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:59.199179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:59.200096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:59.200191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:59.200222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:59.319231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:59.319390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:59.319443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:59.319481] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:59.323147] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-12T20:20:59.323445] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-12T20:20:59.323629] [INFO ] [sig       ] DTIL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:59.472522] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DTIL.txt
[2025-12-12T20:20:59.472715] [INFO ] [sig       ] [1013/3596] Completed DTIL in 0.3s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:20:59.472757] [INFO ] [sig       ] [1014/3596] Forecasting DTM...
[2025-12-12T20:20:59.472791] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-12T20:20:59.472823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-12T20:20:59.484290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-12T20:20:59.484709] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-12T20:20:59.485741] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-12T20:20:59.485795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:59.485827] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:59.485852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:59.486097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:59.545710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:59.546600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:59.546691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:59.546726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:20:59.692214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:20:59.692376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:20:59.692418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:20:59.692449] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:20:59.696049] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-12T20:20:59.696422] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-12T20:20:59.696568] [INFO ] [sig       ] DTM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:20:59.850439] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DTM.txt
[2025-12-12T20:20:59.850617] [INFO ] [sig       ] [1014/3596] Completed DTM in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:20:59.850661] [INFO ] [sig       ] [1015/3596] Forecasting DTSS...
[2025-12-12T20:20:59.850690] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-12T20:20:59.850724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-12T20:20:59.863384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-12T20:20:59.863793] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-12T20:20:59.864825] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-12T20:20:59.864879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:20:59.864913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:20:59.865126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:20:59.865183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:20:59.929091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:20:59.930008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:20:59.930097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:20:59.930131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:00.047510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:00.047690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:00.047732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:00.047779] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:00.051177] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: DOWN (p=36.52%)
[2025-12-12T20:21:00.051464] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-12T20:21:00.051608] [INFO ] [sig       ] DTSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:00.198238] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DTSS.txt
[2025-12-12T20:21:00.198398] [INFO ] [sig       ] [1015/3596] Completed DTSS in 0.3s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:21:00.198439] [INFO ] [sig       ] [1016/3596] Forecasting DUK...
[2025-12-12T20:21:00.198470] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-12T20:21:00.198504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-12T20:21:00.211422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-12T20:21:00.211924] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-12T20:21:00.212991] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-12T20:21:00.213071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:00.213115] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:00.213154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:00.213236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:00.275829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:00.276883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:00.277156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:00.277188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:00.399168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:00.399323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:00.399363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:00.399426] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:00.403467] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-12T20:21:00.403780] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-12T20:21:00.403907] [INFO ] [sig       ] DUK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:00.555816] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DUK.txt
[2025-12-12T20:21:00.556029] [INFO ] [sig       ] [1016/3596] Completed DUK in 0.4s | 2.85 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-12T20:21:00.556266] [INFO ] [sig       ] [1017/3596] Forecasting DUKB...
[2025-12-12T20:21:00.556313] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-12T20:21:00.556355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-12T20:21:00.569105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-12T20:21:00.569543] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-12T20:21:00.570607] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-12T20:21:00.570678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:00.570723] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:00.570762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:00.570863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:00.647494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:00.648404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:00.648504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:00.648538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:00.782885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:00.783044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:00.783083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:00.783111] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:00.786473] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=72.13%)
[2025-12-12T20:21:00.786784] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-12T20:21:00.786913] [INFO ] [sig       ] DUKB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:00.930674] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DUKB.txt
[2025-12-12T20:21:00.930844] [INFO ] [sig       ] [1017/3596] Completed DUKB in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:00.930885] [INFO ] [sig       ] [1018/3596] Forecasting DUOL...
[2025-12-12T20:21:00.930916] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-12T20:21:00.930946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-12T20:21:00.943004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-12T20:21:00.943385] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-12T20:21:00.944192] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-12T20:21:00.944244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:00.944275] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:00.944300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:00.944356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:01.002699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:01.003550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:01.003658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:01.003692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:01.130718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:01.130876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:01.130919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:01.130950] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:01.134437] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=59.87%)
[2025-12-12T20:21:01.134747] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-12T20:21:01.134881] [INFO ] [sig       ] DUOL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:01.286301] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DUOL.txt
[2025-12-12T20:21:01.286464] [INFO ] [sig       ] [1018/3596] Completed DUOL in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:01.286505] [INFO ] [sig       ] [1019/3596] Forecasting DVA...
[2025-12-12T20:21:01.286535] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-12T20:21:01.286585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-12T20:21:01.299881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-12T20:21:01.300275] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-12T20:21:01.301244] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-12T20:21:01.301296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:01.301338] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:01.301389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:01.301450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:01.363717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:01.364589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:01.364676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:01.364720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:01.494237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:01.494394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:01.494433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:01.494461] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:01.497893] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-12T20:21:01.498221] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-12T20:21:01.498356] [INFO ] [sig       ] DVA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:01.643738] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DVA.txt
[2025-12-12T20:21:01.643949] [INFO ] [sig       ] [1019/3596] Completed DVA in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:01.644012] [INFO ] [sig       ] [1020/3596] Forecasting DVAX...
[2025-12-12T20:21:01.644047] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-12T20:21:01.644081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-12T20:21:01.657113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-12T20:21:01.657558] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-12T20:21:01.658609] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-12T20:21:01.658697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:01.658731] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:01.658759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:01.658817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:01.718172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:01.719129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:01.719221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:01.719254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:01.853438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:01.853621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:01.853662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:01.853690] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:01.857324] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-12T20:21:01.857667] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-12T20:21:01.857807] [INFO ] [sig       ] DVAX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:02.023979] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DVAX.txt
[2025-12-12T20:21:02.024151] [INFO ] [sig       ] [1020/3596] Completed DVAX in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:02.024191] [INFO ] [sig       ] [1021/3596] Forecasting DVN...
[2025-12-12T20:21:02.024219] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-12T20:21:02.024251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-12T20:21:02.036668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-12T20:21:02.037083] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-12T20:21:02.038062] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-12T20:21:02.038121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:02.038153] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:02.038180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:02.038237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:02.101114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:02.102003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:02.102090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:02.102123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:02.226558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:02.226730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:02.226769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:02.226798] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:02.230518] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-12T20:21:02.230814] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-12T20:21:02.230940] [INFO ] [sig       ] DVN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:02.380823] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DVN.txt
[2025-12-12T20:21:02.381008] [INFO ] [sig       ] [1021/3596] Completed DVN in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:02.381047] [INFO ] [sig       ] [1022/3596] Forecasting DWAS...
[2025-12-12T20:21:02.381076] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-12T20:21:02.381108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-12T20:21:02.392552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-12T20:21:02.392958] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-12T20:21:02.393781] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-12T20:21:02.393837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:02.393867] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:02.393894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:02.393950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:02.451537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:02.452492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:02.452620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:02.452656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:02.577108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:02.577262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:02.577301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:02.577330] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:02.580744] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-12-12T20:21:02.581053] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-12T20:21:02.581179] [INFO ] [sig       ] DWAS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:02.727696] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DWAS.txt
[2025-12-12T20:21:02.727853] [INFO ] [sig       ] [1022/3596] Completed DWAS in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:02.727896] [INFO ] [sig       ] [1023/3596] Forecasting DWSH...
[2025-12-12T20:21:02.727925] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-12T20:21:02.727962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-12T20:21:02.740755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-12T20:21:02.741165] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-12T20:21:02.742045] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-12T20:21:02.742099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:02.742131] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:02.742158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:02.742214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:02.801871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:02.802717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:02.802827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:02.802860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:02.915165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:02.915315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:02.915355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:02.915383] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:02.918676] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2025-12-12T20:21:02.918969] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-12T20:21:02.919095] [INFO ] [sig       ] DWSH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:03.059440] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DWSH.txt
[2025-12-12T20:21:03.059617] [INFO ] [sig       ] [1023/3596] Completed DWSH in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:03.059678] [INFO ] [sig       ] [1024/3596] Forecasting DX...
[2025-12-12T20:21:03.059735] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-12T20:21:03.059782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-12T20:21:03.072042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-12T20:21:03.072438] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-12T20:21:03.073368] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-12T20:21:03.073429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:03.073461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:03.073489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:03.073545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:03.133336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:03.134225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:03.134307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:03.134339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:03.267865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:03.268024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:03.268063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:03.268092] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:03.271626] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-12T20:21:03.271947] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-12T20:21:03.272099] [INFO ] [sig       ] DX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:03.417402] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DX.txt
[2025-12-12T20:21:03.417589] [INFO ] [sig       ] [1024/3596] Completed DX in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-12T20:21:03.417631] [INFO ] [sig       ] [1025/3596] Forecasting DXC...
[2025-12-12T20:21:03.417661] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-12T20:21:03.417691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-12T20:21:03.429738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-12T20:21:03.430122] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-12T20:21:03.430950] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-12T20:21:03.431003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:03.431034] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:03.431060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:03.431115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:03.490658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:03.491523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:03.491628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:03.491662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:03.616948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:03.617109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:03.617149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:03.617176] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:03.620985] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-12-12T20:21:03.621285] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-12T20:21:03.621418] [INFO ] [sig       ] DXC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:03.765876] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DXC.txt
[2025-12-12T20:21:03.766032] [INFO ] [sig       ] [1025/3596] Completed DXC in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:03.766071] [INFO ] [sig       ] [1026/3596] Forecasting DXCM...
[2025-12-12T20:21:03.766100] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-12T20:21:03.766129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-12T20:21:03.777485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-12T20:21:03.777877] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-12T20:21:03.778684] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-12T20:21:03.778736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:03.778768] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:03.778794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:03.778849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:03.838297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:03.839176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:03.839260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:03.839293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:03.958887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:03.959036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:03.959076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:03.959106] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:03.962510] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-12-12T20:21:03.962801] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-12T20:21:03.962925] [INFO ] [sig       ] DXCM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:04.108374] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/DXCM.txt
[2025-12-12T20:21:04.108545] [INFO ] [sig       ] [1026/3596] Completed DXCM in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:04.108600] [INFO ] [sig       ] [1027/3596] Forecasting DXPE...
[2025-12-12T20:21:04.108631] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-12T20:21:04.108663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-12T20:21:04.120392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-12T20:21:04.120726] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-12T20:21:04.121517] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-12T20:21:04.121567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:04.121619] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:04.121645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:04.121700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:04.180207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:04.181055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:04.181137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:04.181170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:04.300644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:04.300796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:04.300835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:04.300863] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:04.304271] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-12T20:21:04.304546] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-12T20:21:04.304689] [INFO ] [sig       ] DXPE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:04.446604] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DXPE.txt
[2025-12-12T20:21:04.446759] [INFO ] [sig       ] [1027/3596] Completed DXPE in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:04.446797] [INFO ] [sig       ] [1028/3596] Forecasting DY...
[2025-12-12T20:21:04.446826] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-12T20:21:04.446857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-12T20:21:04.458204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-12T20:21:04.458547] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-12T20:21:04.459355] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-12T20:21:04.459405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:04.459436] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:04.459462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:04.459517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:04.519702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:04.520511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:04.520610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:04.520646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:04.641288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:04.641454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:04.641493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:04.641521] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:04.644823] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-12-12T20:21:04.645098] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-12T20:21:04.645213] [INFO ] [sig       ] DY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:04.788047] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DY.txt
[2025-12-12T20:21:04.788183] [INFO ] [sig       ] [1028/3596] Completed DY in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:04.788221] [INFO ] [sig       ] [1029/3596] Forecasting DYN...
[2025-12-12T20:21:04.788250] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-12T20:21:04.788280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-12T20:21:04.800498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-12T20:21:04.800800] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-12T20:21:04.801601] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-12T20:21:04.801651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:04.801682] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:04.801707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:04.801761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:04.861701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:04.862543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:04.862649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:04.862683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:04.986656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:04.986813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:04.986854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:04.986884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:04.990327] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-12T20:21:04.990624] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-12T20:21:04.990749] [INFO ] [sig       ] DYN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:05.128650] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/DYN.txt
[2025-12-12T20:21:05.128797] [INFO ] [sig       ] [1029/3596] Completed DYN in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:05.128839] [INFO ] [sig       ] [1030/3596] Forecasting E...
[2025-12-12T20:21:05.128868] [INFO ] [sig       ] Generating forecast for: E
[2025-12-12T20:21:05.128899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-12T20:21:05.142225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-12T20:21:05.142586] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-12T20:21:05.143341] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-12T20:21:05.143392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:05.143450] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:05.143478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:05.143534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:05.202820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:05.203749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:05.203837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:05.203870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:05.331157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:05.331315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:05.331358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:05.331395] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:05.335082] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-12T20:21:05.335422] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-12T20:21:05.335566] [INFO ] [sig       ] E: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:05.484451] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/E.txt
[2025-12-12T20:21:05.484623] [INFO ] [sig       ] [1030/3596] Completed E in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:05.484666] [INFO ] [sig       ] [1031/3596] Forecasting EA...
[2025-12-12T20:21:05.484698] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-12T20:21:05.484734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-12T20:21:05.496982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-12T20:21:05.497289] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-12T20:21:05.498094] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-12T20:21:05.498299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:05.498331] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:05.498358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:05.498415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:05.560879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:05.561681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:05.561760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:05.561794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:05.700710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:05.700880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:05.700932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:05.700966] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:05.705557] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-12T20:21:05.705878] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-12T20:21:05.706017] [INFO ] [sig       ] EA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:05.851626] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EA.txt
[2025-12-12T20:21:05.851775] [INFO ] [sig       ] [1031/3596] Completed EA in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:05.851813] [INFO ] [sig       ] [1032/3596] Forecasting EAF...
[2025-12-12T20:21:05.851843] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-12T20:21:05.851874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-12T20:21:05.864048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-12T20:21:05.864553] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-12T20:21:05.865361] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-12T20:21:05.865413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:05.865457] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:05.865484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:05.865540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:05.923847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:05.924636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:05.924713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:05.924745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:06.047128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:06.047292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:06.047333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:06.047361] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:06.050987] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-12T20:21:06.051269] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-12T20:21:06.051396] [INFO ] [sig       ] EAF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:06.191340] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EAF.txt
[2025-12-12T20:21:06.191478] [INFO ] [sig       ] [1032/3596] Completed EAF in 0.3s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:06.191515] [INFO ] [sig       ] [1033/3596] Forecasting EAI...
[2025-12-12T20:21:06.191545] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-12T20:21:06.191595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-12T20:21:06.202394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-12T20:21:06.202707] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-12T20:21:06.203467] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-12T20:21:06.203518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:06.203548] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:06.203594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:06.203652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:06.260910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:06.261826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:06.261908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:06.261946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:06.381889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:06.382048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:06.382089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:06.382117] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:06.385602] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-12T20:21:06.385889] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-12T20:21:06.386016] [INFO ] [sig       ] EAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:06.559288] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EAI.txt
[2025-12-12T20:21:06.559444] [INFO ] [sig       ] [1033/3596] Completed EAI in 0.4s | 2.85 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-12T20:21:06.559482] [INFO ] [sig       ] [1034/3596] Forecasting EARN...
[2025-12-12T20:21:06.559511] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-12T20:21:06.559542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-12T20:21:06.574904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-12T20:21:06.575312] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-12T20:21:06.576145] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-12T20:21:06.576199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:06.576232] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:06.576259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:06.576317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:06.647297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:06.648435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:06.648551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:06.648632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:06.783062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:06.783448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:06.783499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:06.783536] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:06.787293] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-12-12T20:21:06.787632] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-12T20:21:06.787765] [INFO ] [sig       ] EARN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:06.934673] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EARN.txt
[2025-12-12T20:21:06.934832] [INFO ] [sig       ] [1034/3596] Completed EARN in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:06.934871] [INFO ] [sig       ] [1035/3596] Forecasting EB...
[2025-12-12T20:21:06.934903] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-12T20:21:06.934940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-12T20:21:06.947495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-12T20:21:06.947868] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-12T20:21:06.948868] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-12T20:21:06.948920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:06.948953] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:06.948980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:06.949037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:07.011061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:07.012111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:07.012213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:07.012256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:07.157914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:07.158091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:07.158144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:07.158178] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:07.161858] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-12T20:21:07.162185] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-12T20:21:07.162324] [INFO ] [sig       ] EB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:07.311795] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EB.txt
[2025-12-12T20:21:07.311972] [INFO ] [sig       ] [1035/3596] Completed EB in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:07.312024] [INFO ] [sig       ] [1036/3596] Forecasting EBAY...
[2025-12-12T20:21:07.312062] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-12T20:21:07.312283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-12T20:21:07.325471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-12T20:21:07.325808] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-12T20:21:07.326722] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-12T20:21:07.326775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:07.326813] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:07.326853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:07.326923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:07.396974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:07.397806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:07.397889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:07.397928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:07.531503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:07.531688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:07.531739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:07.531780] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:07.536270] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-12T20:21:07.536612] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-12T20:21:07.536767] [INFO ] [sig       ] EBAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:07.681997] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EBAY.txt
[2025-12-12T20:21:07.682145] [INFO ] [sig       ] [1036/3596] Completed EBAY in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:07.682182] [INFO ] [sig       ] [1037/3596] Forecasting EBC...
[2025-12-12T20:21:07.682210] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-12T20:21:07.682241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-12T20:21:07.694185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-12T20:21:07.694458] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-12T20:21:07.695234] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-12T20:21:07.695285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:07.695317] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:07.695343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:07.695398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:07.753361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:07.754146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:07.754224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:07.754255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:07.874019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:07.874172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:07.874210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:07.874238] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:07.877521] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-12T20:21:07.877808] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-12T20:21:07.877930] [INFO ] [sig       ] EBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:08.019133] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EBC.txt
[2025-12-12T20:21:08.019276] [INFO ] [sig       ] [1037/3596] Completed EBC in 0.3s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:08.019314] [INFO ] [sig       ] [1038/3596] Forecasting EBF...
[2025-12-12T20:21:08.019343] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-12T20:21:08.019373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-12T20:21:08.032830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-12T20:21:08.033119] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-12T20:21:08.033885] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-12T20:21:08.033936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:08.033968] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:08.033994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:08.034049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:08.090653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:08.091335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:08.091411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:08.091441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:08.209810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:08.209966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:08.210013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:08.210046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:08.213542] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2025-12-12T20:21:08.213827] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-12T20:21:08.213946] [INFO ] [sig       ] EBF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:08.352719] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EBF.txt
[2025-12-12T20:21:08.352830] [INFO ] [sig       ] [1038/3596] Completed EBF in 0.3s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:08.352866] [INFO ] [sig       ] [1039/3596] Forecasting EBON...
[2025-12-12T20:21:08.352895] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-12T20:21:08.352924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-12T20:21:08.364977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-12T20:21:08.365260] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-12T20:21:08.366025] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-12T20:21:08.366078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:08.366108] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:08.366135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:08.366191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:08.422963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:08.423557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:08.423651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:08.423683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:08.522391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:08.522488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:08.522522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:08.522563] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:08.525647] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=52.26%)
[2025-12-12T20:21:08.525910] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-12T20:21:08.526044] [INFO ] [sig       ] EBON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:08.664513] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EBON.txt
[2025-12-12T20:21:08.664645] [INFO ] [sig       ] [1039/3596] Completed EBON in 0.3s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:08.664683] [INFO ] [sig       ] [1040/3596] Forecasting EBS...
[2025-12-12T20:21:08.664711] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-12T20:21:08.664740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-12T20:21:08.680726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-12T20:21:08.681363] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-12T20:21:08.682387] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-12T20:21:08.682450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:08.682484] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:08.682515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:08.682594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:08.746163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:08.747426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:08.747644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:08.747690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:08.885430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:08.885714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:08.885811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:08.885855] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:08.891743] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-12-12T20:21:08.892513] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-12T20:21:08.892719] [INFO ] [sig       ] EBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:09.069676] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EBS.txt
[2025-12-12T20:21:09.069888] [INFO ] [sig       ] [1040/3596] Completed EBS in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:09.069931] [INFO ] [sig       ] [1041/3596] Forecasting EC...
[2025-12-12T20:21:09.069965] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-12T20:21:09.069999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-12T20:21:09.086070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-12T20:21:09.086615] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-12T20:21:09.087494] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-12T20:21:09.087550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:09.087601] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:09.087630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:09.087686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:09.150184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:09.151166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:09.151255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:09.151307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:09.277092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:09.277255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:09.277295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:09.277324] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:09.280812] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-12T20:21:09.281091] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-12T20:21:09.281218] [INFO ] [sig       ] EC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:09.427696] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EC.txt
[2025-12-12T20:21:09.427860] [INFO ] [sig       ] [1041/3596] Completed EC in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:09.427898] [INFO ] [sig       ] [1042/3596] Forecasting ECC...
[2025-12-12T20:21:09.427929] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-12T20:21:09.427959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-12T20:21:09.439946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-12T20:21:09.440265] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-12T20:21:09.441128] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-12T20:21:09.441181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:09.441213] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:09.441241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:09.441296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:09.502897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:09.503646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:09.503727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:09.503761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:09.625495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:09.625875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:09.625916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:09.625943] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:09.629488] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-12T20:21:09.629811] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-12T20:21:09.629937] [INFO ] [sig       ] ECC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:09.779086] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ECC.txt
[2025-12-12T20:21:09.779225] [INFO ] [sig       ] [1042/3596] Completed ECC in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-12T20:21:09.779263] [INFO ] [sig       ] [1043/3596] Forecasting ECL...
[2025-12-12T20:21:09.779293] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-12T20:21:09.779323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-12T20:21:09.791936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-12T20:21:09.792255] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-12T20:21:09.793161] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-12T20:21:09.793224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:09.793261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:09.793287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:09.793354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:09.854683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:09.855600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:09.855680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:09.855730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:09.974637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:09.974790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:09.974830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:09.974858] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:09.978167] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-12T20:21:09.978440] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-12T20:21:09.978556] [INFO ] [sig       ] ECL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:10.121011] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ECL.txt
[2025-12-12T20:21:10.121181] [INFO ] [sig       ] [1043/3596] Completed ECL in 0.3s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:10.121222] [INFO ] [sig       ] [1044/3596] Forecasting ECPG...
[2025-12-12T20:21:10.121252] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-12T20:21:10.121281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-12T20:21:10.133148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-12T20:21:10.133669] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-12T20:21:10.134420] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-12T20:21:10.134470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:10.134502] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:10.134528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:10.134608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:10.192024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:10.192773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:10.192850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:10.192881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:10.312159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:10.312512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:10.312551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:10.312597] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:10.316099] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-12T20:21:10.316373] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-12T20:21:10.316493] [INFO ] [sig       ] ECPG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:10.458801] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ECPG.txt
[2025-12-12T20:21:10.458973] [INFO ] [sig       ] [1044/3596] Completed ECPG in 0.3s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:10.459011] [INFO ] [sig       ] [1045/3596] Forecasting ECX...
[2025-12-12T20:21:10.459040] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-12T20:21:10.459071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-12T20:21:10.470713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-12T20:21:10.471040] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-12T20:21:10.471998] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-12T20:21:10.472060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:10.472092] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:10.472118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:10.472173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:10.532460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:10.533226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:10.533307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:10.533340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:10.660859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:10.661021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:10.661069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:10.661103] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:10.664433] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-12T20:21:10.664723] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-12T20:21:10.664842] [INFO ] [sig       ] ECX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:10.812425] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ECX.txt
[2025-12-12T20:21:10.812588] [INFO ] [sig       ] [1045/3596] Completed ECX in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:10.812628] [INFO ] [sig       ] [1046/3596] Forecasting ED...
[2025-12-12T20:21:10.812661] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-12T20:21:10.812692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-12T20:21:10.824795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-12T20:21:10.825080] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-12T20:21:10.825854] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-12T20:21:10.825905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:10.825936] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:10.825984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:10.826094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:10.884711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:10.885713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:10.885792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:10.885823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:11.008472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:11.008642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:11.008682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:11.008711] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:11.012396] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-12T20:21:11.012695] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-12T20:21:11.012815] [INFO ] [sig       ] ED: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:11.155941] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ED.txt
[2025-12-12T20:21:11.156082] [INFO ] [sig       ] [1046/3596] Completed ED in 0.3s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:11.156121] [INFO ] [sig       ] [1047/3596] Forecasting EDAP...
[2025-12-12T20:21:11.156150] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-12T20:21:11.156180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-12T20:21:11.167276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-12T20:21:11.167547] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-12T20:21:11.168319] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-12T20:21:11.168370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:11.168428] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:11.168456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:11.168512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:11.227821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:11.228710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:11.228787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:11.228819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:11.352650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:11.352811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:11.352853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:11.352881] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:11.356709] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-12T20:21:11.356997] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-12T20:21:11.357124] [INFO ] [sig       ] EDAP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:11.565502] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EDAP.txt
[2025-12-12T20:21:11.565702] [INFO ] [sig       ] [1047/3596] Completed EDAP in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:11.565747] [INFO ] [sig       ] [1048/3596] Forecasting EDBL...
[2025-12-12T20:21:11.565778] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-12T20:21:11.565810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-12T20:21:11.578531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-12T20:21:11.578970] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-12T20:21:11.579813] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-12T20:21:11.579867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:11.579900] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:11.579927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:11.579986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:11.641316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:11.642210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:11.642299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:11.642333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:11.774640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:11.774801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:11.774840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:11.774869] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:11.778394] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=22.68%)
[2025-12-12T20:21:11.778769] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-12T20:21:11.778918] [INFO ] [sig       ] EDBL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:11.930342] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EDBL.txt
[2025-12-12T20:21:11.930507] [INFO ] [sig       ] [1048/3596] Completed EDBL in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:11.930546] [INFO ] [sig       ] [1049/3596] Forecasting EDD...
[2025-12-12T20:21:11.930596] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-12T20:21:11.930631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-12T20:21:11.942682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-12T20:21:11.943081] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-12T20:21:11.943878] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-12T20:21:11.943929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:11.943961] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:11.943987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:11.944043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:12.004951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:12.005818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:12.005898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:12.005930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:12.128144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:12.128295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:12.128334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:12.128361] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:12.131722] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-12T20:21:12.131990] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-12T20:21:12.132109] [INFO ] [sig       ] EDD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:12.272209] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EDD.txt
[2025-12-12T20:21:12.272350] [INFO ] [sig       ] [1049/3596] Completed EDD in 0.3s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:12.272388] [INFO ] [sig       ] [1050/3596] Forecasting EDF...
[2025-12-12T20:21:12.272417] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-12T20:21:12.272449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-12T20:21:12.287202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-12T20:21:12.287884] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-12T20:21:12.289102] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-12T20:21:12.289170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:12.289214] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:12.289248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:12.289328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:12.363245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:12.364698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:12.364814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:12.364863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:12.510958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:12.511211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:12.511266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:12.511354] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:12.516373] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: DOWN (p=27.72%)
[2025-12-12T20:21:12.516894] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-12T20:21:12.517059] [INFO ] [sig       ] EDF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:12.663766] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EDF.txt
[2025-12-12T20:21:12.663988] [INFO ] [sig       ] [1050/3596] Completed EDF in 0.4s | 2.85 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-12T20:21:12.664030] [INFO ] [sig       ] [1051/3596] Forecasting EDN...
[2025-12-12T20:21:12.664061] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-12T20:21:12.664097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-12T20:21:12.679031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-12T20:21:12.679461] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-12T20:21:12.680385] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-12T20:21:12.680438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:12.680470] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:12.680496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:12.680552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:12.742370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:12.743689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:12.743782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:12.743815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:12.869329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:12.869565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:12.869679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:12.869717] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:12.873985] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=79.35%)
[2025-12-12T20:21:12.874384] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-12T20:21:12.874538] [INFO ] [sig       ] EDN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:13.030862] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EDN.txt
[2025-12-12T20:21:13.031095] [INFO ] [sig       ] [1051/3596] Completed EDN in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:13.031137] [INFO ] [sig       ] [1052/3596] Forecasting EE...
[2025-12-12T20:21:13.031170] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-12T20:21:13.031202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-12T20:21:13.044746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-12T20:21:13.045297] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-12T20:21:13.046195] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-12T20:21:13.046249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:13.046282] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:13.046309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:13.046367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:13.108269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:13.109449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:13.109543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:13.109598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:13.239743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:13.239977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:13.240050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:13.240082] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:13.244236] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-12T20:21:13.244704] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-12T20:21:13.244871] [INFO ] [sig       ] EE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:13.393447] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EE.txt
[2025-12-12T20:21:13.393680] [INFO ] [sig       ] [1052/3596] Completed EE in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:13.393725] [INFO ] [sig       ] [1053/3596] Forecasting EEMA...
[2025-12-12T20:21:13.393756] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-12T20:21:13.393791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-12T20:21:13.408729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-12T20:21:13.409240] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-12T20:21:13.410185] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-12T20:21:13.410245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:13.410277] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:13.410304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:13.410360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:13.475757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:13.476684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:13.476779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:13.476811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:13.605378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:13.605542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:13.605607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:13.605639] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:13.609458] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-12-12T20:21:13.609922] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-12T20:21:13.610093] [INFO ] [sig       ] EEMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:13.756612] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EEMA.txt
[2025-12-12T20:21:13.756775] [INFO ] [sig       ] [1053/3596] Completed EEMA in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:13.756813] [INFO ] [sig       ] [1054/3596] Forecasting EEX...
[2025-12-12T20:21:13.756844] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-12T20:21:13.756874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-12T20:21:13.771679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-12T20:21:13.772218] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-12T20:21:13.773155] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-12T20:21:13.773209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:13.773242] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:13.773267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:13.773514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:13.834505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:13.835763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:13.835865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:13.835898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:13.958727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:13.958960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:13.959004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:13.959034] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:13.962945] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-12T20:21:13.963262] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-12T20:21:13.963399] [INFO ] [sig       ] EEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:14.105451] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EEX.txt
[2025-12-12T20:21:14.105700] [INFO ] [sig       ] [1054/3596] Completed EEX in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:14.105755] [INFO ] [sig       ] [1055/3596] Forecasting EFC...
[2025-12-12T20:21:14.105789] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-12T20:21:14.105820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-12T20:21:14.119777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-12T20:21:14.120464] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-12T20:21:14.121497] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-12T20:21:14.121555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:14.121614] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:14.121642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:14.121702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:14.189939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:14.191147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:14.191263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:14.191317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:14.336704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:14.336954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:14.337010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:14.337047] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:14.341980] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-12T20:21:14.342511] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-12T20:21:14.342739] [INFO ] [sig       ] EFC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:14.501799] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EFC.txt
[2025-12-12T20:21:14.502008] [INFO ] [sig       ] [1055/3596] Completed EFC in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:14.502052] [INFO ] [sig       ] [1056/3596] Forecasting EFSC...
[2025-12-12T20:21:14.502082] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-12T20:21:14.502119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-12T20:21:14.515649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-12T20:21:14.516191] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-12T20:21:14.517173] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-12T20:21:14.517228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:14.517281] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:14.517309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:14.517368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:14.578891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:14.580069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:14.580175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:14.580224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:14.708689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:14.708935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:14.708981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:14.709009] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:14.713504] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-12T20:21:14.713898] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-12T20:21:14.714049] [INFO ] [sig       ] EFSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:14.885851] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EFSC.txt
[2025-12-12T20:21:14.886058] [INFO ] [sig       ] [1056/3596] Completed EFSC in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:14.886100] [INFO ] [sig       ] [1057/3596] Forecasting EFX...
[2025-12-12T20:21:14.886132] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-12T20:21:14.886167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-12T20:21:14.900706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-12T20:21:14.901270] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-12T20:21:14.902211] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-12T20:21:14.902266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:14.902300] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:14.902330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:14.902393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:14.964782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:14.965826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:14.965961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:14.965996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:15.086333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:15.086494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:15.086534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:15.086563] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:15.089919] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2025-12-12T20:21:15.090203] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-12T20:21:15.090329] [INFO ] [sig       ] EFX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:15.235161] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EFX.txt
[2025-12-12T20:21:15.235334] [INFO ] [sig       ] [1057/3596] Completed EFX in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:15.235372] [INFO ] [sig       ] [1058/3596] Forecasting EG...
[2025-12-12T20:21:15.235401] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-12T20:21:15.235432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-12T20:21:15.247046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-12T20:21:15.247643] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-12T20:21:15.248652] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-12T20:21:15.248702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:15.248733] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:15.248758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:15.248813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:15.308852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:15.309733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:15.309815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:15.309849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:15.432046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:15.432205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:15.432244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:15.432273] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:15.435603] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-12T20:21:15.435894] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-12T20:21:15.436031] [INFO ] [sig       ] EG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:15.581206] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EG.txt
[2025-12-12T20:21:15.581364] [INFO ] [sig       ] [1058/3596] Completed EG in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:15.581402] [INFO ] [sig       ] [1059/3596] Forecasting EGAN...
[2025-12-12T20:21:15.581431] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-12T20:21:15.581462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-12T20:21:15.593755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-12T20:21:15.594054] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-12T20:21:15.594829] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-12T20:21:15.594879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:15.594910] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:15.594935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:15.594990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:15.653830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:15.654629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:15.654707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:15.654739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:15.772151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:15.772308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:15.772348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:15.772375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:15.775714] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-12T20:21:15.775985] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-12T20:21:15.776105] [INFO ] [sig       ] EGAN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:15.916352] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EGAN.txt
[2025-12-12T20:21:15.916690] [INFO ] [sig       ] [1059/3596] Completed EGAN in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:15.916728] [INFO ] [sig       ] [1060/3596] Forecasting EGBN...
[2025-12-12T20:21:15.916762] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-12T20:21:15.916793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-12T20:21:15.928990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-12T20:21:15.929373] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-12T20:21:15.930356] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-12T20:21:15.930410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:15.930441] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:15.930482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:15.930546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:15.992616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:15.993520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:15.993623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:15.993659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:16.121419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:16.121598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:16.121640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:16.121668] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:16.125158] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-12T20:21:16.125489] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-12T20:21:16.125644] [INFO ] [sig       ] EGBN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:16.276300] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EGBN.txt
[2025-12-12T20:21:16.276479] [INFO ] [sig       ] [1060/3596] Completed EGBN in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-12T20:21:16.276520] [INFO ] [sig       ] [1061/3596] Forecasting EGP...
[2025-12-12T20:21:16.276550] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-12T20:21:16.276601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-12T20:21:16.289186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-12T20:21:16.289522] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-12T20:21:16.290417] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-12T20:21:16.290480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:16.290516] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:16.290545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:16.290621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:16.352518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:16.353450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:16.353532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:16.353565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:16.485230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:16.485426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:16.485474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:16.485503] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:16.489816] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=64.79%)
[2025-12-12T20:21:16.490182] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-12T20:21:16.490347] [INFO ] [sig       ] EGP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:16.636406] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EGP.txt
[2025-12-12T20:21:16.636785] [INFO ] [sig       ] [1061/3596] Completed EGP in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-12T20:21:16.636823] [INFO ] [sig       ] [1062/3596] Forecasting EGY...
[2025-12-12T20:21:16.636854] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-12T20:21:16.636884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-12T20:21:16.649460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-12T20:21:16.649894] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-12T20:21:16.650731] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-12T20:21:16.650785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:16.650818] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:16.650845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:16.650901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:16.709517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:16.710344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:16.710422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:16.710454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:16.847805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:16.847963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:16.848003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:16.848032] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:16.851761] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-12T20:21:16.852067] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-12T20:21:16.852200] [INFO ] [sig       ] EGY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:16.997085] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EGY.txt
[2025-12-12T20:21:16.997253] [INFO ] [sig       ] [1062/3596] Completed EGY in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-12T20:21:16.997293] [INFO ] [sig       ] [1063/3596] Forecasting EH...
[2025-12-12T20:21:16.997322] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-12T20:21:16.997352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-12T20:21:17.009333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-12T20:21:17.009703] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-12T20:21:17.010465] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-12T20:21:17.010516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:17.010548] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:17.010597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:17.010656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:17.067778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:17.068543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:17.068638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:17.068671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:17.190148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:17.190316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:17.190358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:17.190404] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:17.193957] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2025-12-12T20:21:17.194255] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-12T20:21:17.194382] [INFO ] [sig       ] EH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:17.341906] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EH.txt
[2025-12-12T20:21:17.342065] [INFO ] [sig       ] [1063/3596] Completed EH in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-12T20:21:17.342104] [INFO ] [sig       ] [1064/3596] Forecasting EHAB...
[2025-12-12T20:21:17.342133] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-12T20:21:17.342164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-12T20:21:17.357970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-12T20:21:17.358463] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-12T20:21:17.359492] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-12T20:21:17.359556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:17.359688] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:17.359727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:17.359821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:17.426723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:17.427627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:17.427714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:17.427749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:17.587591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:17.587752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:17.587792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:17.587820] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:17.591677] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=54.95%)
[2025-12-12T20:21:17.592008] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-12T20:21:17.592145] [INFO ] [sig       ] EHAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:17.740334] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EHAB.txt
[2025-12-12T20:21:17.740503] [INFO ] [sig       ] [1064/3596] Completed EHAB in 0.4s | 2.85 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-12T20:21:17.740547] [INFO ] [sig       ] [1065/3596] Forecasting EHC...
[2025-12-12T20:21:17.740603] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-12T20:21:17.740638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-12T20:21:17.752617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-12T20:21:17.752884] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-12T20:21:17.753656] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-12T20:21:17.753707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:17.753738] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:17.753765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:17.753820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:17.812554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:17.813166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:17.813240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:17.813272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:17.935210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:17.935589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:17.935635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:17.935665] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:17.939600] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2025-12-12T20:21:17.939906] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-12T20:21:17.940032] [INFO ] [sig       ] EHC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:18.084069] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EHC.txt
[2025-12-12T20:21:18.084217] [INFO ] [sig       ] [1065/3596] Completed EHC in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-12T20:21:18.084267] [INFO ] [sig       ] [1066/3596] Forecasting EHI...
[2025-12-12T20:21:18.084301] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-12T20:21:18.084337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-12T20:21:18.097167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-12T20:21:18.097632] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-12T20:21:18.098469] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-12T20:21:18.098524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:18.098557] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:18.098602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:18.098664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:18.156551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:18.157447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:18.157534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:18.157567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:18.275602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:18.275776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:18.275819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:18.275847] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:18.279312] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-12T20:21:18.279671] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-12T20:21:18.279826] [INFO ] [sig       ] EHI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:18.425783] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EHI.txt
[2025-12-12T20:21:18.425941] [INFO ] [sig       ] [1066/3596] Completed EHI in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-12T20:21:18.425979] [INFO ] [sig       ] [1067/3596] Forecasting EHTH...
[2025-12-12T20:21:18.426010] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-12T20:21:18.426041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-12T20:21:18.437879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-12T20:21:18.438243] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-12T20:21:18.439052] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-12T20:21:18.439103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:18.439134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:18.439160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:18.439252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:18.499527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:18.500448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:18.500532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:18.500566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:18.623215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:18.623382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:18.623422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:18.623485] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:18.627309] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-12-12T20:21:18.627671] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-12T20:21:18.627811] [INFO ] [sig       ] EHTH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:18.772762] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EHTH.txt
[2025-12-12T20:21:18.772904] [INFO ] [sig       ] [1067/3596] Completed EHTH in 0.3s | 2.85 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-12T20:21:18.772942] [INFO ] [sig       ] [1068/3596] Forecasting EIC...
[2025-12-12T20:21:18.772970] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-12T20:21:18.773001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-12T20:21:18.785663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-12T20:21:18.785972] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-12T20:21:18.786760] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-12T20:21:18.786812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:18.786844] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:18.786870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:18.786927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:18.845443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:18.846218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:18.846292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:18.846323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:18.964727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:18.964875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:18.964914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:18.964942] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:18.968281] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=65.64%)
[2025-12-12T20:21:18.968564] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-12T20:21:18.968703] [INFO ] [sig       ] EIC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:19.115388] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EIC.txt
[2025-12-12T20:21:19.115562] [INFO ] [sig       ] [1068/3596] Completed EIC in 0.3s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:19.115625] [INFO ] [sig       ] [1069/3596] Forecasting EIG...
[2025-12-12T20:21:19.115656] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-12T20:21:19.115686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-12T20:21:19.128188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-12T20:21:19.128560] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-12T20:21:19.129349] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-12T20:21:19.129413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:19.129445] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:19.129471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:19.129527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:19.199470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:19.200451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:19.200748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:19.200781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:19.327034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:19.327200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:19.327241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:19.327269] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:19.330739] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-12T20:21:19.331066] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-12T20:21:19.331204] [INFO ] [sig       ] EIG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:19.482235] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EIG.txt
[2025-12-12T20:21:19.482419] [INFO ] [sig       ] [1069/3596] Completed EIG in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:19.482459] [INFO ] [sig       ] [1070/3596] Forecasting EIX...
[2025-12-12T20:21:19.482488] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-12T20:21:19.482518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-12T20:21:19.494262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-12T20:21:19.494624] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-12T20:21:19.495377] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-12T20:21:19.495429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:19.495460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:19.495486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:19.495542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:19.555065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:19.556151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:19.556234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:19.556268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:19.680867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:19.681022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:19.681062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:19.681092] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:19.684835] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-12T20:21:19.685125] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-12T20:21:19.685255] [INFO ] [sig       ] EIX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:19.836725] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EIX.txt
[2025-12-12T20:21:19.836886] [INFO ] [sig       ] [1070/3596] Completed EIX in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:19.836926] [INFO ] [sig       ] [1071/3596] Forecasting EL...
[2025-12-12T20:21:19.836955] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-12T20:21:19.837177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-12T20:21:19.850194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-12T20:21:19.850808] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-12T20:21:19.851862] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-12T20:21:19.851915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:19.851947] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:19.851975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:19.852031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:19.915864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:19.916890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:19.916973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:19.917005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:20.049926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:20.050085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:20.050123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:20.050150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:20.053852] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-12T20:21:20.054148] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-12T20:21:20.054278] [INFO ] [sig       ] EL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:20.199923] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EL.txt
[2025-12-12T20:21:20.200086] [INFO ] [sig       ] [1071/3596] Completed EL in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:20.200128] [INFO ] [sig       ] [1072/3596] Forecasting ELAB...
[2025-12-12T20:21:20.200167] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-12T20:21:20.200227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-12T20:21:20.213313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-12T20:21:20.213726] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-12T20:21:20.214516] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-12T20:21:20.214598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:20.214634] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:20.214661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:20.214718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:20.275613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:20.276450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:20.276538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:20.276590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:20.404706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:20.404898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:20.404949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:20.404977] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:20.408560] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-12T20:21:20.408913] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-12T20:21:20.409052] [INFO ] [sig       ] ELAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:20.554993] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ELAB.txt
[2025-12-12T20:21:20.555149] [INFO ] [sig       ] [1072/3596] Completed ELAB in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:20.555194] [INFO ] [sig       ] [1073/3596] Forecasting ELAN...
[2025-12-12T20:21:20.555225] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-12T20:21:20.555257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-12T20:21:20.568409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-12T20:21:20.568854] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-12T20:21:20.569808] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-12T20:21:20.569879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:20.569921] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:20.569949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:20.570008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:20.637321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:20.638214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:20.638299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:20.638331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:20.775969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:20.776144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:20.776186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:20.776213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:20.780858] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-12T20:21:20.781168] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-12T20:21:20.781308] [INFO ] [sig       ] ELAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:20.927645] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ELAN.txt
[2025-12-12T20:21:20.927806] [INFO ] [sig       ] [1073/3596] Completed ELAN in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:20.927845] [INFO ] [sig       ] [1074/3596] Forecasting ELC...
[2025-12-12T20:21:20.927874] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-12T20:21:20.927905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-12T20:21:20.939609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-12T20:21:20.940042] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-12T20:21:20.940898] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-12T20:21:20.940950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:20.940982] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:20.941010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:20.941077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:21.000300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:21.001197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:21.001326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:21.001361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:21.115240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:21.115397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:21.115437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:21.115467] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:21.118924] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-12T20:21:21.119259] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-12T20:21:21.119395] [INFO ] [sig       ] ELC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:21.264408] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ELC.txt
[2025-12-12T20:21:21.264561] [INFO ] [sig       ] [1074/3596] Completed ELC in 0.3s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:21.264620] [INFO ] [sig       ] [1075/3596] Forecasting ELDN...
[2025-12-12T20:21:21.264651] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-12T20:21:21.264683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-12T20:21:21.275763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-12T20:21:21.276141] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-12T20:21:21.276938] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-12T20:21:21.276990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:21.277021] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:21.277048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:21.277103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:21.335681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:21.336519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:21.336623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:21.336659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:21.457763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:21.457916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:21.457955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:21.457982] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:21.461609] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-12T20:21:21.461929] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-12T20:21:21.462066] [INFO ] [sig       ] ELDN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:21.605863] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ELDN.txt
[2025-12-12T20:21:21.606021] [INFO ] [sig       ] [1075/3596] Completed ELDN in 0.3s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:21.606059] [INFO ] [sig       ] [1076/3596] Forecasting ELF...
[2025-12-12T20:21:21.606087] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-12T20:21:21.606118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-12T20:21:21.618001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-12T20:21:21.618394] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-12T20:21:21.619374] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-12T20:21:21.619425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:21.619456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:21.619714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:21.619772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:21.684364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:21.685225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:21.685307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:21.685340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:21.812832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:21.813012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:21.813072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:21.813104] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:21.816712] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2025-12-12T20:21:21.817026] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-12T20:21:21.817160] [INFO ] [sig       ] ELF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:21.968563] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ELF.txt
[2025-12-12T20:21:21.968742] [INFO ] [sig       ] [1076/3596] Completed ELF in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:21.968783] [INFO ] [sig       ] [1077/3596] Forecasting ELME...
[2025-12-12T20:21:21.968813] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-12T20:21:21.968843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-12T20:21:21.980967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-12T20:21:21.981337] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-12T20:21:21.982289] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-12T20:21:21.982341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:21.982372] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:21.982400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:21.982660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:22.047161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:22.048192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:22.048272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:22.048303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:22.175217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:22.175368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:22.175407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:22.175436] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:22.178933] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=40.45%)
[2025-12-12T20:21:22.179216] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-12T20:21:22.179359] [INFO ] [sig       ] ELME: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:22.334908] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ELME.txt
[2025-12-12T20:21:22.335111] [INFO ] [sig       ] [1077/3596] Completed ELME in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:22.335177] [INFO ] [sig       ] [1078/3596] Forecasting ELP...
[2025-12-12T20:21:22.335220] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-12T20:21:22.335261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-12T20:21:22.346957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-12T20:21:22.347326] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-12T20:21:22.348302] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-12T20:21:22.348357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:22.348390] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:22.348417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:22.348473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:22.413492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:22.414424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:22.414504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:22.414538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:22.536880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:22.537047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:22.537087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:22.537114] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:22.541029] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-12T20:21:22.541296] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-12T20:21:22.541416] [INFO ] [sig       ] ELP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:22.682590] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ELP.txt
[2025-12-12T20:21:22.682725] [INFO ] [sig       ] [1078/3596] Completed ELP in 0.3s | 2.85 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-12T20:21:22.682763] [INFO ] [sig       ] [1079/3596] Forecasting ELS...
[2025-12-12T20:21:22.682792] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-12T20:21:22.682831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-12T20:21:22.694431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-12T20:21:22.694804] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-12T20:21:22.695646] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-12T20:21:22.695701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:22.695733] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:22.695759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:22.695831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:22.758978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:22.759770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:22.759850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:22.759882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:22.882075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:22.882222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:22.882261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:22.882289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:22.885956] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-12T20:21:22.886231] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-12T20:21:22.886357] [INFO ] [sig       ] ELS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:23.033075] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ELS.txt
[2025-12-12T20:21:23.033246] [INFO ] [sig       ] [1079/3596] Completed ELS in 0.4s | 2.85 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-12T20:21:23.033301] [INFO ] [sig       ] [1080/3596] Forecasting ELTX...
[2025-12-12T20:21:23.033346] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-12T20:21:23.033380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-12T20:21:23.044687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-12T20:21:23.045015] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-12T20:21:23.046131] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-12T20:21:23.046182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:23.046227] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:23.046256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:23.046313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:23.111911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:23.112724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:23.112810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:23.112844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:23.231393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:23.231540] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:21:23.231595] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:23.231626] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:23.235679] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-12T20:21:23.235955] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-12T20:21:23.236085] [INFO ] [sig       ] ELTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:23.382301] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ELTX.txt
[2025-12-12T20:21:23.382487] [INFO ] [sig       ] [1080/3596] Completed ELTX in 0.3s | 2.85 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-12T20:21:23.382525] [INFO ] [sig       ] [1081/3596] Forecasting ELVA...
[2025-12-12T20:21:23.382554] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-12T20:21:23.382611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-12T20:21:23.393943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-12T20:21:23.394324] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-12T20:21:23.395120] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-12T20:21:23.395171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:23.395230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:23.395258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:23.395314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:23.453072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:23.453947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:23.454028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:23.454061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:23.567067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:23.567216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:23.567254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:23.567281] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:23.570693] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-12-12T20:21:23.570988] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-12T20:21:23.571118] [INFO ] [sig       ] ELVA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:23.712423] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ELVA.txt
[2025-12-12T20:21:23.712602] [INFO ] [sig       ] [1081/3596] Completed ELVA in 0.3s | 2.85 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-12T20:21:23.712644] [INFO ] [sig       ] [1082/3596] Forecasting ELVN...
[2025-12-12T20:21:23.712672] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-12T20:21:23.712704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-12T20:21:23.724331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-12T20:21:23.724714] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-12T20:21:23.725530] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-12T20:21:23.725604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:23.725643] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:23.725672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:23.725729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:23.786892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:23.787911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:23.787996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:23.788027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:23.909880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:23.910064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:23.910106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:23.910134] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:23.914024] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-12T20:21:23.914358] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-12T20:21:23.914492] [INFO ] [sig       ] ELVN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:24.112913] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ELVN.txt
[2025-12-12T20:21:24.113093] [INFO ] [sig       ] [1082/3596] Completed ELVN in 0.4s | 2.84 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-12T20:21:24.113134] [INFO ] [sig       ] [1083/3596] Forecasting ELWS...
[2025-12-12T20:21:24.113163] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-12T20:21:24.113194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-12T20:21:24.129274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-12T20:21:24.129812] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-12T20:21:24.130914] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-12T20:21:24.130988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:24.131040] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:24.131081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:24.131168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:24.224353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:24.225570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:24.225703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:24.225754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:24.374200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:24.374394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:24.374456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:24.374504] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:24.379723] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-12T20:21:24.380244] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-12T20:21:24.380443] [INFO ] [sig       ] ELWS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:24.618786] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ELWS.txt
[2025-12-12T20:21:24.619020] [INFO ] [sig       ] [1083/3596] Completed ELWS in 0.5s | 2.84 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-12T20:21:24.619089] [INFO ] [sig       ] [1084/3596] Forecasting EM...
[2025-12-12T20:21:24.619147] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-12T20:21:24.619206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-12T20:21:24.639843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-12T20:21:24.640390] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-12T20:21:24.641752] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-12T20:21:24.641844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:24.641898] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:24.641946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:24.642046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:24.729269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:24.730531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:24.730671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:24.730727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:24.891608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:24.891805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:24.891872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:24.891969] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:24.896694] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-12T20:21:24.897151] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-12T20:21:24.897344] [INFO ] [sig       ] EM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:25.088973] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EM.txt
[2025-12-12T20:21:25.089190] [INFO ] [sig       ] [1084/3596] Completed EM in 0.5s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:25.089240] [INFO ] [sig       ] [1085/3596] Forecasting EMB...
[2025-12-12T20:21:25.089274] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-12T20:21:25.089311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-12T20:21:25.104555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-12T20:21:25.105035] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-12T20:21:25.105997] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-12T20:21:25.106055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:25.106091] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:25.106120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:25.106190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:25.179539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:25.180765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:25.180871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:25.180909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:25.339454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:25.339787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:25.339987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:25.340031] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:25.345735] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-12T20:21:25.346320] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-12T20:21:25.346543] [INFO ] [sig       ] EMB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:25.552826] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EMB.txt
[2025-12-12T20:21:25.552994] [INFO ] [sig       ] [1085/3596] Completed EMB in 0.5s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:25.553033] [INFO ] [sig       ] [1086/3596] Forecasting EMBC...
[2025-12-12T20:21:25.553062] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-12T20:21:25.553093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-12T20:21:25.566402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-12T20:21:25.566834] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-12T20:21:25.567671] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-12T20:21:25.567724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:25.567755] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:25.567781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:25.567836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:25.624677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:25.625544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:25.625646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:25.625679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:25.747753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:25.747911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:25.747950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:25.747979] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:25.751434] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2025-12-12T20:21:25.751742] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-12T20:21:25.751872] [INFO ] [sig       ] EMBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:25.893270] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EMBC.txt
[2025-12-12T20:21:25.893432] [INFO ] [sig       ] [1086/3596] Completed EMBC in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:25.893471] [INFO ] [sig       ] [1087/3596] Forecasting EMD...
[2025-12-12T20:21:25.893502] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-12T20:21:25.893538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-12T20:21:25.905336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-12T20:21:25.905754] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-12T20:21:25.906559] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-12T20:21:25.906640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:25.906671] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:25.906697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:25.906752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:25.963066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:25.963933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:25.964018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:25.964050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:26.084018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:26.084182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:26.084220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:26.084265] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:26.087688] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-12T20:21:26.087992] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-12T20:21:26.088122] [INFO ] [sig       ] EMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:26.227566] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EMD.txt
[2025-12-12T20:21:26.227742] [INFO ] [sig       ] [1087/3596] Completed EMD in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:26.227782] [INFO ] [sig       ] [1088/3596] Forecasting EMF...
[2025-12-12T20:21:26.227811] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-12T20:21:26.227842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-12T20:21:26.240152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-12T20:21:26.240546] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-12T20:21:26.241339] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-12T20:21:26.241390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:26.241421] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:26.241448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:26.241504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:26.300218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:26.301069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:26.301148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:26.301180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:26.412687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:26.412851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:26.412891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:26.412918] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:26.416253] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-12T20:21:26.416545] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-12T20:21:26.416690] [INFO ] [sig       ] EMF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:26.556183] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EMF.txt
[2025-12-12T20:21:26.556342] [INFO ] [sig       ] [1088/3596] Completed EMF in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:26.556382] [INFO ] [sig       ] [1089/3596] Forecasting EML...
[2025-12-12T20:21:26.556411] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-12T20:21:26.556441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-12T20:21:26.567823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-12T20:21:26.568158] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-12T20:21:26.568969] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-12T20:21:26.569021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:26.569053] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:26.569079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:26.569135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:26.625095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:26.625747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:26.625826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:26.625887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:26.728049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:26.728204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:26.728245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:26.728273] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:26.731825] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-12T20:21:26.732098] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-12T20:21:26.732222] [INFO ] [sig       ] EML: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:26.873241] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EML.txt
[2025-12-12T20:21:26.873386] [INFO ] [sig       ] [1089/3596] Completed EML in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:26.873424] [INFO ] [sig       ] [1090/3596] Forecasting EMN...
[2025-12-12T20:21:26.873452] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-12T20:21:26.873482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-12T20:21:26.884866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-12T20:21:26.885179] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-12T20:21:26.885998] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-12T20:21:26.886052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:26.886086] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:26.886113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:26.886170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:26.944444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:26.945114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:26.945193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:26.945224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:27.063867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:27.064022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:27.064060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:27.064088] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:27.067429] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-12T20:21:27.067723] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-12T20:21:27.067844] [INFO ] [sig       ] EMN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:27.208455] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EMN.txt
[2025-12-12T20:21:27.208644] [INFO ] [sig       ] [1090/3596] Completed EMN in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:27.208686] [INFO ] [sig       ] [1091/3596] Forecasting EMO...
[2025-12-12T20:21:27.208716] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-12T20:21:27.208748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-12T20:21:27.220120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-12T20:21:27.220499] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-12T20:21:27.221311] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-12T20:21:27.221363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:27.221394] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:27.221421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:27.221491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:27.278479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:27.279320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:27.279462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:27.279514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:27.396712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:27.396881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:27.396925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:27.396955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:27.400607] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-12T20:21:27.400937] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-12T20:21:27.401078] [INFO ] [sig       ] EMO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:27.584301] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EMO.txt
[2025-12-12T20:21:27.584468] [INFO ] [sig       ] [1091/3596] Completed EMO in 0.4s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:27.584507] [INFO ] [sig       ] [1092/3596] Forecasting EMXC...
[2025-12-12T20:21:27.584535] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-12T20:21:27.584566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-12T20:21:27.596802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-12T20:21:27.597182] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-12T20:21:27.598073] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-12T20:21:27.598126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:27.598159] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:27.598185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:27.598247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:27.655445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:27.656305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:27.656394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:27.656426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:27.780997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:27.781262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:27.781305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:27.781333] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:27.784806] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-12-12T20:21:27.785075] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-12T20:21:27.785196] [INFO ] [sig       ] EMXC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:27.923990] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EMXC.txt
[2025-12-12T20:21:27.924149] [INFO ] [sig       ] [1092/3596] Completed EMXC in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:27.924189] [INFO ] [sig       ] [1093/3596] Forecasting ENB...
[2025-12-12T20:21:27.924218] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-12T20:21:27.924250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-12T20:21:27.935950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-12T20:21:27.936288] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-12T20:21:27.937107] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-12T20:21:27.937171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:27.937205] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:27.937233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:27.937290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:27.998082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:27.998895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:27.998976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:27.999011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:28.128727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:28.128882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:28.128924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:28.128953] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:28.132780] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-12T20:21:28.133106] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-12T20:21:28.133244] [INFO ] [sig       ] ENB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:28.280847] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ENB.txt
[2025-12-12T20:21:28.281016] [INFO ] [sig       ] [1093/3596] Completed ENB in 0.4s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:28.281058] [INFO ] [sig       ] [1094/3596] Forecasting ENGN...
[2025-12-12T20:21:28.281086] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-12T20:21:28.281116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-12T20:21:28.294660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-12T20:21:28.295130] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-12T20:21:28.296042] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-12T20:21:28.296097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:28.296130] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:28.296158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:28.296215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:28.355903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:28.356819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:28.356899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:28.356931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:28.479597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:28.479793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:28.479835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:28.479863] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:28.483349] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=50.10%)
[2025-12-12T20:21:28.483641] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-12T20:21:28.483762] [INFO ] [sig       ] ENGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:28.623170] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ENGN.txt
[2025-12-12T20:21:28.623339] [INFO ] [sig       ] [1094/3596] Completed ENGN in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:28.623380] [INFO ] [sig       ] [1095/3596] Forecasting ENIC...
[2025-12-12T20:21:28.623409] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-12T20:21:28.623439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-12T20:21:28.636803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-12T20:21:28.637286] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-12T20:21:28.638355] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-12T20:21:28.638419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:28.638462] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:28.638495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:28.638592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:28.704789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:28.705748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:28.705836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:28.705869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:28.836961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:28.837134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:28.837180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:28.837211] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:28.841145] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-12T20:21:28.841506] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-12T20:21:28.841667] [INFO ] [sig       ] ENIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:28.986940] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ENIC.txt
[2025-12-12T20:21:28.987101] [INFO ] [sig       ] [1095/3596] Completed ENIC in 0.4s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:28.987140] [INFO ] [sig       ] [1096/3596] Forecasting ENPH...
[2025-12-12T20:21:28.987171] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-12T20:21:28.987205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-12T20:21:28.999177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-12T20:21:28.999512] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-12T20:21:29.000379] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-12T20:21:29.000431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:29.000462] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:29.000494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:29.000561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:29.057762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:29.058482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:29.058560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:29.058610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:29.176398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:29.176552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:29.176611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:29.176642] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:29.180002] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-12T20:21:29.180279] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-12T20:21:29.180404] [INFO ] [sig       ] ENPH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:29.319620] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ENPH.txt
[2025-12-12T20:21:29.319807] [INFO ] [sig       ] [1096/3596] Completed ENPH in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:29.319847] [INFO ] [sig       ] [1097/3596] Forecasting ENS...
[2025-12-12T20:21:29.319877] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-12T20:21:29.319907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-12T20:21:29.331828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-12T20:21:29.332242] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-12T20:21:29.333059] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-12T20:21:29.333111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:29.333142] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:29.333168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:29.333223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:29.389549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:29.390497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:29.390604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:29.390639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:29.504494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:29.504671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:29.504712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:29.504741] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:29.508128] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-12-12T20:21:29.508415] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-12T20:21:29.508539] [INFO ] [sig       ] ENS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:29.648777] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ENS.txt
[2025-12-12T20:21:29.648944] [INFO ] [sig       ] [1097/3596] Completed ENS in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-12T20:21:29.648983] [INFO ] [sig       ] [1098/3596] Forecasting ENSC...
[2025-12-12T20:21:29.649012] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-12T20:21:29.649042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-12T20:21:29.661397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-12T20:21:29.661836] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-12T20:21:29.662714] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-12T20:21:29.662769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:29.662830] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:29.662857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:29.662913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:29.721532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:29.722439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:29.722523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:29.722556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:29.845859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:29.846044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:29.846096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:29.846125] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:29.849696] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=19.60%)
[2025-12-12T20:21:29.850050] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-12T20:21:29.850190] [INFO ] [sig       ] ENSC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:29.991474] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ENSC.txt
[2025-12-12T20:21:29.991667] [INFO ] [sig       ] [1098/3596] Completed ENSC in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-12T20:21:29.991709] [INFO ] [sig       ] [1099/3596] Forecasting ENSG...
[2025-12-12T20:21:29.991739] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-12T20:21:29.991770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-12T20:21:30.004376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-12T20:21:30.004790] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-12T20:21:30.005673] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-12T20:21:30.005727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:30.005761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:30.005788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:30.005845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:30.063973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:30.064894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:30.064983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:30.065018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:30.184503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:30.184686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:30.184728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:30.184757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:30.188252] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-12T20:21:30.188614] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-12T20:21:30.188754] [INFO ] [sig       ] ENSG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:30.329888] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ENSG.txt
[2025-12-12T20:21:30.330022] [INFO ] [sig       ] [1099/3596] Completed ENSG in 0.3s | 2.84 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-12T20:21:30.330060] [INFO ] [sig       ] [1100/3596] Forecasting ENTA...
[2025-12-12T20:21:30.330089] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-12T20:21:30.330119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-12T20:21:30.342800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-12T20:21:30.343217] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-12T20:21:30.344039] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-12T20:21:30.344090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:30.344123] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:30.344150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:30.344210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:30.403544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:30.404426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:30.404510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:30.404542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:30.531399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:30.531600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:30.531650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:30.531682] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:30.535666] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-12T20:21:30.536053] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-12T20:21:30.536213] [INFO ] [sig       ] ENTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:30.688308] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ENTA.txt
[2025-12-12T20:21:30.688484] [INFO ] [sig       ] [1100/3596] Completed ENTA in 0.4s | 2.84 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-12T20:21:30.688523] [INFO ] [sig       ] [1101/3596] Forecasting ENTG...
[2025-12-12T20:21:30.688553] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-12T20:21:30.688611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-12T20:21:30.702114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-12T20:21:30.702515] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-12T20:21:30.703310] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-12T20:21:30.703362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:30.703393] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:30.703419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:30.703474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:30.761852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:30.762501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:30.762597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:30.762631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:30.885199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:30.885352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:30.885392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:30.885454] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:30.888813] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-12T20:21:30.889085] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-12T20:21:30.889204] [INFO ] [sig       ] ENTG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:31.027383] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ENTG.txt
[2025-12-12T20:21:31.027547] [INFO ] [sig       ] [1101/3596] Completed ENTG in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:31.027609] [INFO ] [sig       ] [1102/3596] Forecasting ENTX...
[2025-12-12T20:21:31.027641] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-12T20:21:31.027672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-12T20:21:31.044361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-12T20:21:31.044783] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-12T20:21:31.045796] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-12T20:21:31.045860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:31.045901] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:31.045936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:31.046014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:31.115690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:31.116555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:31.116664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:31.116699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:31.239863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:31.240047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:31.240094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:31.240124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:31.243668] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-12T20:21:31.243959] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-12T20:21:31.244081] [INFO ] [sig       ] ENTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:31.385667] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ENTX.txt
[2025-12-12T20:21:31.385833] [INFO ] [sig       ] [1102/3596] Completed ENTX in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:31.385872] [INFO ] [sig       ] [1103/3596] Forecasting ENVA...
[2025-12-12T20:21:31.385902] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-12T20:21:31.385932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-12T20:21:31.398467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-12T20:21:31.398891] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-12T20:21:31.399767] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-12T20:21:31.399821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:31.399855] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:31.399882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:31.399939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:31.460645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:31.461619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:31.461721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:31.461754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:31.581870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:31.582026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:31.582067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:31.582097] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:31.585435] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-12T20:21:31.585755] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-12T20:21:31.585884] [INFO ] [sig       ] ENVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:31.738659] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ENVA.txt
[2025-12-12T20:21:31.738835] [INFO ] [sig       ] [1103/3596] Completed ENVA in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:31.738892] [INFO ] [sig       ] [1104/3596] Forecasting ENVB...
[2025-12-12T20:21:31.738929] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-12T20:21:31.738965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-12T20:21:31.751908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-12T20:21:31.752304] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-12T20:21:31.753154] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-12T20:21:31.753231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:31.753273] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:31.753303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:31.753361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:31.813896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:31.814812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:31.814903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:31.814935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:31.936243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:31.936386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:31.936427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:31.936456] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:31.940052] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=37.65%)
[2025-12-12T20:21:31.940333] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-12T20:21:31.940459] [INFO ] [sig       ] ENVB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:32.084775] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ENVB.txt
[2025-12-12T20:21:32.084938] [INFO ] [sig       ] [1104/3596] Completed ENVB in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:32.084978] [INFO ] [sig       ] [1105/3596] Forecasting ENVX...
[2025-12-12T20:21:32.085008] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-12T20:21:32.085040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-12T20:21:32.097162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-12T20:21:32.097596] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-12T20:21:32.098518] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-12T20:21:32.098593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:32.098656] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:32.098701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:32.098764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:32.161806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:32.162873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:32.162970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:32.163009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:32.290916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:32.291077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:32.291118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:32.291147] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:32.294640] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=42.20%)
[2025-12-12T20:21:32.294934] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-12T20:21:32.295076] [INFO ] [sig       ] ENVX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:32.441722] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ENVX.txt
[2025-12-12T20:21:32.441897] [INFO ] [sig       ] [1105/3596] Completed ENVX in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:32.441941] [INFO ] [sig       ] [1106/3596] Forecasting EOD...
[2025-12-12T20:21:32.441972] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-12T20:21:32.442004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-12T20:21:32.454500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-12T20:21:32.454895] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-12T20:21:32.455864] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-12T20:21:32.455921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:32.455953] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:32.455979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:32.456036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:32.519961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:32.520874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:32.520957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:32.520989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:32.647862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:32.648023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:32.648063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:32.648091] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:32.652130] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-12-12T20:21:32.652452] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-12T20:21:32.652608] [INFO ] [sig       ] EOD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:32.804218] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EOD.txt
[2025-12-12T20:21:32.804420] [INFO ] [sig       ] [1106/3596] Completed EOD in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:32.804470] [INFO ] [sig       ] [1107/3596] Forecasting EOG...
[2025-12-12T20:21:32.804501] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-12T20:21:32.804534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-12T20:21:32.817556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-12T20:21:32.817996] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-12T20:21:32.818840] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-12T20:21:32.818897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:32.818936] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:32.818971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:32.819047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:32.880738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:32.881681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:32.881773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:32.881807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:33.018097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:33.018269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:33.018318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:33.018347] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:33.021979] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-12T20:21:33.022287] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-12T20:21:33.022419] [INFO ] [sig       ] EOG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:33.163744] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EOG.txt
[2025-12-12T20:21:33.163880] [INFO ] [sig       ] [1107/3596] Completed EOG in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:33.163925] [INFO ] [sig       ] [1108/3596] Forecasting EOI...
[2025-12-12T20:21:33.163955] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-12T20:21:33.163984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-12T20:21:33.175639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-12T20:21:33.175912] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-12T20:21:33.176686] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-12T20:21:33.176737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:33.176767] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:33.176794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:33.176850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:33.235020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:33.235734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:33.235837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:33.235870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:33.357171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:33.357320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:33.357360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:33.357388] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:33.360752] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-12T20:21:33.361021] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-12T20:21:33.361141] [INFO ] [sig       ] EOI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:33.502765] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EOI.txt
[2025-12-12T20:21:33.502916] [INFO ] [sig       ] [1108/3596] Completed EOI in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:33.502955] [INFO ] [sig       ] [1109/3596] Forecasting EOLS...
[2025-12-12T20:21:33.502985] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-12T20:21:33.503014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-12T20:21:33.515752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-12T20:21:33.516131] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-12T20:21:33.516930] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-12T20:21:33.516981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:33.517012] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:33.517038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:33.517092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:33.574699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:33.575630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:33.575730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:33.575764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:33.695692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:33.695850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:33.695890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:33.695919] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:33.699344] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=44.46%)
[2025-12-12T20:21:33.699687] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-12T20:21:33.699837] [INFO ] [sig       ] EOLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:33.840794] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EOLS.txt
[2025-12-12T20:21:33.840960] [INFO ] [sig       ] [1109/3596] Completed EOLS in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:33.840998] [INFO ] [sig       ] [1110/3596] Forecasting EOS...
[2025-12-12T20:21:33.841026] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-12T20:21:33.841056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-12T20:21:33.854201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-12T20:21:33.854667] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-12T20:21:33.855608] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-12T20:21:33.855669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:33.855703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:33.855731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:33.855789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:33.917311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:33.918251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:33.918339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:33.918373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:34.049082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:34.049246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:34.049288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:34.049318] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:34.052941] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=24.96%)
[2025-12-12T20:21:34.053277] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-12T20:21:34.053416] [INFO ] [sig       ] EOS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:34.204241] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EOS.txt
[2025-12-12T20:21:34.204404] [INFO ] [sig       ] [1110/3596] Completed EOS in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:34.204443] [INFO ] [sig       ] [1111/3596] Forecasting EOSE...
[2025-12-12T20:21:34.204474] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-12T20:21:34.204504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-12T20:21:34.217032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-12T20:21:34.217447] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-12T20:21:34.218311] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-12T20:21:34.218366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:34.218400] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:34.218428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:34.218525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:34.281608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:34.282607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:34.282705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:34.282742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:34.411178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:34.411337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:34.411437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:34.411485] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:34.415184] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=34.98%)
[2025-12-12T20:21:34.415558] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-12T20:21:34.415747] [INFO ] [sig       ] EOSE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:34.572329] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EOSE.txt
[2025-12-12T20:21:34.572543] [INFO ] [sig       ] [1111/3596] Completed EOSE in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:34.572620] [INFO ] [sig       ] [1112/3596] Forecasting EPAC...
[2025-12-12T20:21:34.572674] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-12T20:21:34.572721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-12T20:21:34.584739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-12T20:21:34.585136] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-12T20:21:34.586002] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-12T20:21:34.586056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:34.586090] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:34.586119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:34.586178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:34.646721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:34.647624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:34.647735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:34.647769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:34.773241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:34.773396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:34.773436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:34.773466] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:34.777126] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-12T20:21:34.777516] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-12T20:21:34.777709] [INFO ] [sig       ] EPAC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:34.918362] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EPAC.txt
[2025-12-12T20:21:34.918522] [INFO ] [sig       ] [1112/3596] Completed EPAC in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:34.918561] [INFO ] [sig       ] [1113/3596] Forecasting EPAM...
[2025-12-12T20:21:34.918609] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-12T20:21:34.918640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-12T20:21:34.930337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-12T20:21:34.930691] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-12T20:21:34.931510] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-12T20:21:34.931591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:34.931630] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:34.931664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:34.931735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:34.993807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:34.994741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:34.994854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:34.994890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:35.118302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:35.118458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:35.118498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:35.118528] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:35.122012] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-12T20:21:35.122300] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-12T20:21:35.122429] [INFO ] [sig       ] EPAM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:35.266313] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EPAM.txt
[2025-12-12T20:21:35.266455] [INFO ] [sig       ] [1113/3596] Completed EPAM in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-12T20:21:35.266493] [INFO ] [sig       ] [1114/3596] Forecasting EPC...
[2025-12-12T20:21:35.266522] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-12T20:21:35.266553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-12T20:21:35.278400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-12T20:21:35.278782] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-12T20:21:35.279537] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-12T20:21:35.279605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:35.279639] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:35.279688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:35.279744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:35.339352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:35.340283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:35.340371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:35.340407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:35.462062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:35.462217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:35.462255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:35.462284] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:35.465689] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=37.56%)
[2025-12-12T20:21:35.465966] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-12T20:21:35.466087] [INFO ] [sig       ] EPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:35.616321] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EPC.txt
[2025-12-12T20:21:35.616482] [INFO ] [sig       ] [1114/3596] Completed EPC in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-12T20:21:35.616523] [INFO ] [sig       ] [1115/3596] Forecasting EPD...
[2025-12-12T20:21:35.616554] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-12T20:21:35.616607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-12T20:21:35.628275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-12T20:21:35.628677] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-12T20:21:35.629484] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-12T20:21:35.629537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:35.629626] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:35.629682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:35.629742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:35.686910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:35.687833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:35.687922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:35.687956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:35.813732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:35.813907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:35.813960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:35.814000] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:35.817803] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-12T20:21:35.818132] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-12T20:21:35.818271] [INFO ] [sig       ] EPD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:35.964365] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EPD.txt
[2025-12-12T20:21:35.964538] [INFO ] [sig       ] [1115/3596] Completed EPD in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-12T20:21:35.964596] [INFO ] [sig       ] [1116/3596] Forecasting EPSN...
[2025-12-12T20:21:35.964629] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-12T20:21:35.964662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-12T20:21:35.976010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-12T20:21:35.976361] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-12T20:21:35.977142] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-12T20:21:35.977193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:35.977224] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:35.977250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:35.977309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:36.038278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:36.039160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:36.039250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:36.039284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:36.169259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:36.169453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:36.169495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:36.169524] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:36.173224] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=84.06%)
[2025-12-12T20:21:36.173554] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-12T20:21:36.173713] [INFO ] [sig       ] EPSN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:36.315449] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EPSN.txt
[2025-12-12T20:21:36.315646] [INFO ] [sig       ] [1116/3596] Completed EPSN in 0.4s | 2.84 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-12T20:21:36.315695] [INFO ] [sig       ] [1117/3596] Forecasting EQBK...
[2025-12-12T20:21:36.315730] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-12T20:21:36.315766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-12T20:21:36.327425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-12T20:21:36.327812] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-12T20:21:36.328565] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-12T20:21:36.328636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:36.328667] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:36.328694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:36.328750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:36.386636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:36.387491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:36.387588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:36.387622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:36.505774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:36.505939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:36.505981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:36.506011] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:36.510385] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-12T20:21:36.510752] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-12T20:21:36.511105] [INFO ] [sig       ] EQBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:36.660681] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EQBK.txt
[2025-12-12T20:21:36.660854] [INFO ] [sig       ] [1117/3596] Completed EQBK in 0.3s | 2.84 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-12T20:21:36.660892] [INFO ] [sig       ] [1118/3596] Forecasting EQH...
[2025-12-12T20:21:36.660922] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-12T20:21:36.661140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-12T20:21:36.673050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-12T20:21:36.673427] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-12T20:21:36.674266] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-12T20:21:36.674319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:36.674352] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:36.674379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:36.674435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:36.733858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:36.734725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:36.734811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:36.734845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:36.855840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:36.856019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:36.856069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:36.856134] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:36.860033] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-12T20:21:36.860406] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-12T20:21:36.860551] [INFO ] [sig       ] EQH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:37.005768] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EQH.txt
[2025-12-12T20:21:37.005943] [INFO ] [sig       ] [1118/3596] Completed EQH in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:37.005984] [INFO ] [sig       ] [1119/3596] Forecasting EQIX...
[2025-12-12T20:21:37.006023] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-12T20:21:37.006057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-12T20:21:37.018277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-12T20:21:37.018674] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-12T20:21:37.019431] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-12T20:21:37.019482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:37.019513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:37.019539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:37.019613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:37.078742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:37.079569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:37.079687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:37.079724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:37.206683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:37.207009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:37.207048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:37.207076] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:37.210444] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-12-12T20:21:37.210732] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-12T20:21:37.210855] [INFO ] [sig       ] EQIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:37.349680] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EQIX.txt
[2025-12-12T20:21:37.349850] [INFO ] [sig       ] [1119/3596] Completed EQIX in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:37.349889] [INFO ] [sig       ] [1120/3596] Forecasting ERAS...
[2025-12-12T20:21:37.349918] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-12T20:21:37.349947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-12T20:21:37.361463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-12T20:21:37.361842] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-12T20:21:37.362610] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-12T20:21:37.362660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:37.362693] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:37.362720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:37.362775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:37.420971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:37.421845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:37.421924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:37.421955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:37.542079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:37.542241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:37.542279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:37.542307] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:37.546082] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2025-12-12T20:21:37.546367] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-12T20:21:37.546489] [INFO ] [sig       ] ERAS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:37.692321] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ERAS.txt
[2025-12-12T20:21:37.692480] [INFO ] [sig       ] [1120/3596] Completed ERAS in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:37.692518] [INFO ] [sig       ] [1121/3596] Forecasting ERIC...
[2025-12-12T20:21:37.692547] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-12T20:21:37.692598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-12T20:21:37.704190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-12T20:21:37.704550] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-12T20:21:37.705520] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-12T20:21:37.705589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:37.705622] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:37.705647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:37.705701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:37.763106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:37.763948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:37.764028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:37.764059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:37.886497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:37.886675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:37.886716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:37.886743] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:37.890139] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-12T20:21:37.890419] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-12T20:21:37.890541] [INFO ] [sig       ] ERIC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:38.026998] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ERIC.txt
[2025-12-12T20:21:38.027141] [INFO ] [sig       ] [1121/3596] Completed ERIC in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:38.027179] [INFO ] [sig       ] [1122/3596] Forecasting ERIE...
[2025-12-12T20:21:38.027208] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-12T20:21:38.027238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-12T20:21:38.038510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-12T20:21:38.038846] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-12T20:21:38.039661] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-12T20:21:38.039713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:38.039744] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:38.039771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:38.039827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:38.095813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:38.096448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:38.096523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:38.096555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:38.211407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:38.211547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:38.211602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:38.211648] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:38.214898] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2025-12-12T20:21:38.215165] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-12T20:21:38.215284] [INFO ] [sig       ] ERIE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:38.353962] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ERIE.txt
[2025-12-12T20:21:38.354092] [INFO ] [sig       ] [1122/3596] Completed ERIE in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:38.354130] [INFO ] [sig       ] [1123/3596] Forecasting ERII...
[2025-12-12T20:21:38.354159] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-12T20:21:38.354189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-12T20:21:38.365631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-12T20:21:38.365927] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-12T20:21:38.366690] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-12T20:21:38.366745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:38.366776] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:38.366802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:38.366858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:38.423806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:38.424610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:38.424692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:38.424731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:38.543086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:38.543234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:38.543276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:38.543305] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:38.546666] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-12-12T20:21:38.546943] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-12T20:21:38.548120] [INFO ] [sig       ] ERII: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:38.686368] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ERII.txt
[2025-12-12T20:21:38.686507] [INFO ] [sig       ] [1123/3596] Completed ERII in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:38.686545] [INFO ] [sig       ] [1124/3596] Forecasting ERNA...
[2025-12-12T20:21:38.686591] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-12T20:21:38.686631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-12T20:21:38.698259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-12T20:21:38.698596] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-12T20:21:38.699358] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-12T20:21:38.699409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:38.699439] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:38.699466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:38.699522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:38.757904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:38.758789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:38.758873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:38.758924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:38.879717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:38.879896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:38.879948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:38.879986] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:38.884540] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-12T20:21:38.885011] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-12T20:21:38.885198] [INFO ] [sig       ] ERNA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:39.046003] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ERNA.txt
[2025-12-12T20:21:39.046161] [INFO ] [sig       ] [1124/3596] Completed ERNA in 0.4s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:39.046200] [INFO ] [sig       ] [1125/3596] Forecasting ERO...
[2025-12-12T20:21:39.046229] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-12T20:21:39.046259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-12T20:21:39.058515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-12T20:21:39.058907] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-12T20:21:39.059779] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-12T20:21:39.059832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:39.059864] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:39.059892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:39.059949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:39.117346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:39.118244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:39.118357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:39.118390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:39.239811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:39.239974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:39.240015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:39.240042] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:39.243390] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=43.66%)
[2025-12-12T20:21:39.243699] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-12T20:21:39.243850] [INFO ] [sig       ] ERO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:39.381719] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ERO.txt
[2025-12-12T20:21:39.381885] [INFO ] [sig       ] [1125/3596] Completed ERO in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:39.381922] [INFO ] [sig       ] [1126/3596] Forecasting ES...
[2025-12-12T20:21:39.381952] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-12T20:21:39.381984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-12T20:21:39.393478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-12T20:21:39.393878] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-12T20:21:39.394660] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-12T20:21:39.394710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:39.394741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:39.394767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:39.394836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:39.454371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:39.455269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:39.455362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:39.455396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:39.578886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:39.579046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:39.579088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:39.579118] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:39.582711] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-12T20:21:39.583068] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-12T20:21:39.583211] [INFO ] [sig       ] ES: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:39.728987] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ES.txt
[2025-12-12T20:21:39.729152] [INFO ] [sig       ] [1126/3596] Completed ES in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:39.729191] [INFO ] [sig       ] [1127/3596] Forecasting ESAB...
[2025-12-12T20:21:39.729220] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-12T20:21:39.729251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-12T20:21:39.741449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-12T20:21:39.741831] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-12T20:21:39.742652] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-12T20:21:39.742705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:39.742739] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:39.742766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:39.742826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:39.801812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:39.802687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:39.802773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:39.802805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:39.922940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:39.923096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:39.923136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:39.923163] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:39.926593] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=12.45%)
[2025-12-12T20:21:39.926883] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-12T20:21:39.927013] [INFO ] [sig       ] ESAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:40.063856] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESAB.txt
[2025-12-12T20:21:40.063996] [INFO ] [sig       ] [1127/3596] Completed ESAB in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:40.064034] [INFO ] [sig       ] [1128/3596] Forecasting ESCA...
[2025-12-12T20:21:40.064062] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-12T20:21:40.064092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-12T20:21:40.075674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-12T20:21:40.075990] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-12T20:21:40.076764] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-12T20:21:40.076826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:40.076859] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:40.076885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:40.076940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:40.132832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:40.133632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:40.133710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:40.133741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:40.242459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:40.242626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:40.242667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:40.242694] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:40.245988] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-12-12T20:21:40.246255] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-12T20:21:40.246375] [INFO ] [sig       ] ESCA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:40.381522] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESCA.txt
[2025-12-12T20:21:40.381720] [INFO ] [sig       ] [1128/3596] Completed ESCA in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:40.381759] [INFO ] [sig       ] [1129/3596] Forecasting ESE...
[2025-12-12T20:21:40.381793] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-12T20:21:40.381822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-12T20:21:40.393347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-12T20:21:40.393705] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-12T20:21:40.394465] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-12T20:21:40.394515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:40.394545] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:40.394590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:40.394650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:40.451530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:40.452421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:40.452500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:40.452531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:40.568990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:40.569150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:40.569190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:40.569217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:40.572687] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-12-12T20:21:40.572997] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-12T20:21:40.573134] [INFO ] [sig       ] ESE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:40.712464] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ESE.txt
[2025-12-12T20:21:40.712653] [INFO ] [sig       ] [1129/3596] Completed ESE in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-12T20:21:40.712696] [INFO ] [sig       ] [1130/3596] Forecasting ESEA...
[2025-12-12T20:21:40.712732] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-12T20:21:40.712769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-12T20:21:40.724543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-12T20:21:40.724951] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-12T20:21:40.725756] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-12T20:21:40.725812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:40.725844] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:40.725872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:40.725930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:40.785650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:40.786528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:40.786645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:40.786693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:40.912888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:40.913048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:40.913091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:40.913119] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:40.916658] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-12T20:21:40.916992] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-12T20:21:40.917136] [INFO ] [sig       ] ESEA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:41.064986] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESEA.txt
[2025-12-12T20:21:41.065142] [INFO ] [sig       ] [1130/3596] Completed ESEA in 0.4s | 2.84 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-12T20:21:41.065180] [INFO ] [sig       ] [1131/3596] Forecasting ESGD...
[2025-12-12T20:21:41.065210] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-12T20:21:41.065241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-12T20:21:41.077010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-12T20:21:41.077348] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-12T20:21:41.078165] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-12T20:21:41.078217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:41.078249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:41.078276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:41.078331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:41.135355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:41.136056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:41.136137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:41.136169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:41.256812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:41.256975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:41.257017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:41.257046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:41.260421] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-12T20:21:41.260725] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-12T20:21:41.260855] [INFO ] [sig       ] ESGD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:41.398905] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESGD.txt
[2025-12-12T20:21:41.399062] [INFO ] [sig       ] [1131/3596] Completed ESGD in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-12T20:21:41.399101] [INFO ] [sig       ] [1132/3596] Forecasting ESGE...
[2025-12-12T20:21:41.399129] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-12T20:21:41.399161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-12T20:21:41.410349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-12T20:21:41.410703] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-12T20:21:41.411484] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-12T20:21:41.411536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:41.411610] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:41.411640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:41.411696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:41.473759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:41.474621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:41.474706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:41.474738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:41.605561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:41.605732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:41.605776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:41.605811] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:41.609705] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-12T20:21:41.610006] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-12T20:21:41.610138] [INFO ] [sig       ] ESGE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:41.762295] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ESGE.txt
[2025-12-12T20:21:41.762493] [INFO ] [sig       ] [1132/3596] Completed ESGE in 0.4s | 2.84 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-12T20:21:41.762539] [INFO ] [sig       ] [1133/3596] Forecasting ESI...
[2025-12-12T20:21:41.762568] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-12T20:21:41.762619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-12T20:21:41.775282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-12T20:21:41.775638] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-12T20:21:41.776683] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-12T20:21:41.776736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:41.776769] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:41.776797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:41.777002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:41.840350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:41.841212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:41.841292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:41.841326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:41.961318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:41.961478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:41.961519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:41.961548] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:41.965149] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-12T20:21:41.965553] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-12T20:21:41.965707] [INFO ] [sig       ] ESI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:42.111034] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESI.txt
[2025-12-12T20:21:42.111198] [INFO ] [sig       ] [1133/3596] Completed ESI in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-12T20:21:42.111236] [INFO ] [sig       ] [1134/3596] Forecasting ESOA...
[2025-12-12T20:21:42.111264] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-12T20:21:42.111294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-12T20:21:42.123399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-12T20:21:42.123734] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-12T20:21:42.124521] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-12T20:21:42.124590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:42.124627] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:42.124653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:42.124708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:42.182009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:42.182773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:42.182856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:42.182887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:42.302461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:42.302637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:42.302678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:42.302705] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:42.306022] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-12T20:21:42.306288] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-12T20:21:42.306407] [INFO ] [sig       ] ESOA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:42.446472] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESOA.txt
[2025-12-12T20:21:42.446649] [INFO ] [sig       ] [1134/3596] Completed ESOA in 0.3s | 2.84 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-12T20:21:42.446690] [INFO ] [sig       ] [1135/3596] Forecasting ESPO...
[2025-12-12T20:21:42.446719] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-12T20:21:42.446752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-12T20:21:42.458412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-12T20:21:42.458776] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-12T20:21:42.459700] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-12T20:21:42.459754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:42.459786] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:42.459813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:42.459869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:42.518464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:42.519343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:42.519427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:42.519462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:42.646275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:42.646458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:42.646501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:42.646559] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:42.650020] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-12T20:21:42.650298] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-12T20:21:42.650422] [INFO ] [sig       ] ESPO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:42.790275] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ESPO.txt
[2025-12-12T20:21:42.790419] [INFO ] [sig       ] [1135/3596] Completed ESPO in 0.3s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:42.790458] [INFO ] [sig       ] [1136/3596] Forecasting ESQ...
[2025-12-12T20:21:42.790488] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-12T20:21:42.790522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-12T20:21:42.802122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-12T20:21:42.802431] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-12T20:21:42.803228] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-12T20:21:42.803286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:42.803348] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:42.803398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:42.803471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:42.862497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:42.863321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:42.863405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:42.863439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:42.980769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:42.980933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:42.980973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:42.981001] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:42.984326] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-12T20:21:42.984615] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-12T20:21:42.984744] [INFO ] [sig       ] ESQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:43.125524] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESQ.txt
[2025-12-12T20:21:43.125711] [INFO ] [sig       ] [1136/3596] Completed ESQ in 0.3s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:43.125751] [INFO ] [sig       ] [1137/3596] Forecasting ESTA...
[2025-12-12T20:21:43.125778] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-12T20:21:43.125807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-12T20:21:43.137160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-12T20:21:43.137471] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-12T20:21:43.138231] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-12T20:21:43.138284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:43.138315] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:43.138341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:43.138397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:43.201683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:43.202602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:43.202687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:43.202719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:43.323185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:43.323344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:43.323384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:43.323415] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:43.326761] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=41.51%)
[2025-12-12T20:21:43.327037] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-12T20:21:43.327157] [INFO ] [sig       ] ESTA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:43.483250] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ESTA.txt
[2025-12-12T20:21:43.483421] [INFO ] [sig       ] [1137/3596] Completed ESTA in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:43.483463] [INFO ] [sig       ] [1138/3596] Forecasting ESTC...
[2025-12-12T20:21:43.483495] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-12T20:21:43.483529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-12T20:21:43.496317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-12T20:21:43.496730] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-12T20:21:43.497600] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-12T20:21:43.497654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:43.497687] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:43.497714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:43.497772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:43.555888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:43.556840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:43.556925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:43.556960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:43.692942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:43.693098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:43.693138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:43.693167] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:43.696783] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-12T20:21:43.697059] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-12T20:21:43.697178] [INFO ] [sig       ] ESTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:43.839931] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ESTC.txt
[2025-12-12T20:21:43.840080] [INFO ] [sig       ] [1138/3596] Completed ESTC in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:43.840120] [INFO ] [sig       ] [1139/3596] Forecasting ETB...
[2025-12-12T20:21:43.840150] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-12T20:21:43.840182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-12T20:21:43.851431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-12T20:21:43.851787] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-12T20:21:43.852597] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-12T20:21:43.852662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:43.852694] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:43.852721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:43.852777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:43.911196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:43.911854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:43.911943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:43.911982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:44.039298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:44.039465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:44.039521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:44.039552] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:44.043448] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-12T20:21:44.043795] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-12T20:21:44.043935] [INFO ] [sig       ] ETB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:44.192158] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ETB.txt
[2025-12-12T20:21:44.192319] [INFO ] [sig       ] [1139/3596] Completed ETB in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:44.192359] [INFO ] [sig       ] [1140/3596] Forecasting ETD...
[2025-12-12T20:21:44.192388] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-12T20:21:44.192418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-12T20:21:44.204307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-12T20:21:44.204688] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-12T20:21:44.205513] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-12T20:21:44.205565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:44.205620] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:44.205648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:44.205713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:44.266290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:44.267364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:44.267449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:44.267481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:44.394132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:44.394290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:44.394330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:44.394357] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:44.398507] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-12T20:21:44.398836] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-12T20:21:44.398973] [INFO ] [sig       ] ETD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:44.542479] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ETD.txt
[2025-12-12T20:21:44.542633] [INFO ] [sig       ] [1140/3596] Completed ETD in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:44.542673] [INFO ] [sig       ] [1141/3596] Forecasting ETG...
[2025-12-12T20:21:44.542701] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-12T20:21:44.542732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-12T20:21:44.554681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-12T20:21:44.554995] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-12T20:21:44.555766] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-12T20:21:44.555817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:44.555848] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:44.555874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:44.555929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:44.614586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:44.615333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:44.615412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:44.615443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:44.743614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:44.743773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:44.743813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:44.743842] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:44.747793] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-12-12T20:21:44.748075] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-12T20:21:44.748203] [INFO ] [sig       ] ETG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:44.910689] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ETG.txt
[2025-12-12T20:21:44.910862] [INFO ] [sig       ] [1141/3596] Completed ETG in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:44.910908] [INFO ] [sig       ] [1142/3596] Forecasting ETHA...
[2025-12-12T20:21:44.910943] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-12T20:21:44.910979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-12T20:21:44.924274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-12T20:21:44.924585] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-12T20:21:44.925346] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-12T20:21:44.925397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:44.925427] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:44.925454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:44.925509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:44.984694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:44.985525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:44.985657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:44.985691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:45.118295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:45.118453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:45.118494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:45.118524] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:45.123232] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-12-12T20:21:45.123679] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-12T20:21:45.123831] [INFO ] [sig       ] ETHA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:45.267815] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ETHA.txt
[2025-12-12T20:21:45.267970] [INFO ] [sig       ] [1142/3596] Completed ETHA in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:45.268024] [INFO ] [sig       ] [1143/3596] Forecasting ETJ...
[2025-12-12T20:21:45.268061] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-12T20:21:45.268099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-12T20:21:45.280714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-12T20:21:45.281076] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-12T20:21:45.281863] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-12T20:21:45.281915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:45.281946] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:45.281972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:45.282027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:45.341012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:45.341861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:45.341954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:45.341987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:45.469052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:45.469210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:45.469250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:45.469277] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:45.472688] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=62.41%)
[2025-12-12T20:21:45.472970] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-12T20:21:45.473097] [INFO ] [sig       ] ETJ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:45.616986] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ETJ.txt
[2025-12-12T20:21:45.617148] [INFO ] [sig       ] [1143/3596] Completed ETJ in 0.3s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:45.617187] [INFO ] [sig       ] [1144/3596] Forecasting ETN...
[2025-12-12T20:21:45.617215] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-12T20:21:45.617249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-12T20:21:45.630163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-12T20:21:45.630542] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-12T20:21:45.631408] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-12T20:21:45.631465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:45.631496] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:45.631523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:45.631614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:45.693243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:45.694292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:45.694406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:45.694458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:45.821983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:45.822336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:45.822377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:45.822404] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:45.825966] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-12-12T20:21:45.826253] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-12T20:21:45.826398] [INFO ] [sig       ] ETN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:45.982313] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ETN.txt
[2025-12-12T20:21:45.982535] [INFO ] [sig       ] [1144/3596] Completed ETN in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:45.982628] [INFO ] [sig       ] [1145/3596] Forecasting ETO...
[2025-12-12T20:21:45.982683] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-12T20:21:45.982735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-12T20:21:45.994516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-12T20:21:45.994904] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-12T20:21:45.995809] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-12T20:21:45.995872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:45.995909] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:45.995948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:45.996089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:46.060706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:46.061565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:46.061675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:46.061709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:46.187140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:46.187331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:46.187378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:46.187409] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:46.191010] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2025-12-12T20:21:46.191335] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-12T20:21:46.191468] [INFO ] [sig       ] ETO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:46.333884] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ETO.txt
[2025-12-12T20:21:46.334070] [INFO ] [sig       ] [1145/3596] Completed ETO in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:46.334112] [INFO ] [sig       ] [1146/3596] Forecasting ETON...
[2025-12-12T20:21:46.334143] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-12T20:21:46.334173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-12T20:21:46.348438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-12T20:21:46.349055] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-12T20:21:46.350150] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-12T20:21:46.350211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:46.350246] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:46.350275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:46.350336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:46.412102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:46.413498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:46.413626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:46.413662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:46.545649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:46.545820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:46.545862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:46.545909] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:46.549729] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-12-12T20:21:46.550156] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-12T20:21:46.550310] [INFO ] [sig       ] ETON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:46.705647] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ETON.txt
[2025-12-12T20:21:46.705805] [INFO ] [sig       ] [1146/3596] Completed ETON in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:46.705843] [INFO ] [sig       ] [1147/3596] Forecasting ETSY...
[2025-12-12T20:21:46.705872] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-12T20:21:46.705903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-12T20:21:46.717455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-12T20:21:46.717859] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-12T20:21:46.718681] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-12T20:21:46.718744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:46.718783] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:46.718811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:46.718869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:46.788197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:46.789165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:46.789262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:46.789295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:46.916786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:46.916965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:46.917006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:46.917034] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:46.920750] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-12T20:21:46.921093] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-12T20:21:46.921234] [INFO ] [sig       ] ETSY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:47.080635] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ETSY.txt
[2025-12-12T20:21:47.080807] [INFO ] [sig       ] [1147/3596] Completed ETSY in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-12T20:21:47.080848] [INFO ] [sig       ] [1148/3596] Forecasting ETY...
[2025-12-12T20:21:47.080880] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-12T20:21:47.080912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-12T20:21:47.093769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-12T20:21:47.094176] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-12T20:21:47.095024] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-12T20:21:47.095079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:47.095113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:47.095142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:47.095200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:47.171889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:47.173042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:47.173170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:47.173220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:47.322547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:47.322732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:47.322774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:47.322804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:47.326778] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-12T20:21:47.327175] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-12T20:21:47.327346] [INFO ] [sig       ] ETY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:47.502445] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ETY.txt
[2025-12-12T20:21:47.502622] [INFO ] [sig       ] [1148/3596] Completed ETY in 0.4s | 2.84 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-12T20:21:47.502662] [INFO ] [sig       ] [1149/3596] Forecasting EUFN...
[2025-12-12T20:21:47.502690] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-12T20:21:47.502722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-12T20:21:47.515920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-12T20:21:47.516398] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-12T20:21:47.517476] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-12T20:21:47.517549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:47.517649] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:47.517688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:47.517750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:47.577521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:47.578443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:47.578526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:47.578560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:47.701032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:47.701203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:47.701257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:47.701293] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:47.704829] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-12T20:21:47.705140] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-12T20:21:47.705275] [INFO ] [sig       ] EUFN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:47.848558] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EUFN.txt
[2025-12-12T20:21:47.848752] [INFO ] [sig       ] [1149/3596] Completed EUFN in 0.3s | 2.84 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-12T20:21:47.848792] [INFO ] [sig       ] [1150/3596] Forecasting EVAX...
[2025-12-12T20:21:47.848821] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-12T20:21:47.848853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-12T20:21:47.860897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-12T20:21:47.861298] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-12T20:21:47.862095] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-12T20:21:47.862147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:47.862193] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:47.862220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:47.862276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:47.921627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:47.922589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:47.922684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:47.922718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:48.041381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:48.041544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:48.041604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:48.041636] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:48.045065] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-12T20:21:48.045366] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-12T20:21:48.045495] [INFO ] [sig       ] EVAX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:48.187427] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVAX.txt
[2025-12-12T20:21:48.187612] [INFO ] [sig       ] [1150/3596] Completed EVAX in 0.3s | 2.84 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-12T20:21:48.187653] [INFO ] [sig       ] [1151/3596] Forecasting EVC...
[2025-12-12T20:21:48.187681] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-12T20:21:48.187712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-12T20:21:48.199924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-12T20:21:48.200298] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-12T20:21:48.201157] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-12T20:21:48.201213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:48.201246] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:48.201276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:48.201333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:48.260662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:48.261503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:48.261603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:48.261637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:48.386329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:48.386492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:48.386532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:48.386562] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:48.390147] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-12T20:21:48.390452] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-12T20:21:48.390599] [INFO ] [sig       ] EVC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:48.534979] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVC.txt
[2025-12-12T20:21:48.535136] [INFO ] [sig       ] [1151/3596] Completed EVC in 0.3s | 2.84 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-12T20:21:48.535177] [INFO ] [sig       ] [1152/3596] Forecasting EVCM...
[2025-12-12T20:21:48.535205] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-12T20:21:48.535236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-12T20:21:48.548056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-12T20:21:48.548474] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-12T20:21:48.549361] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-12T20:21:48.549417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:48.549449] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:48.549475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:48.549559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:48.610818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:48.611814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:48.611918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:48.611960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:48.745751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:48.745935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:48.745998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:48.746084] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:48.749929] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-12T20:21:48.750269] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-12T20:21:48.750406] [INFO ] [sig       ] EVCM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:48.939713] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVCM.txt
[2025-12-12T20:21:48.939894] [INFO ] [sig       ] [1152/3596] Completed EVCM in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:48.939935] [INFO ] [sig       ] [1153/3596] Forecasting EVEX...
[2025-12-12T20:21:48.939966] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-12T20:21:48.940001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-12T20:21:48.953369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-12T20:21:48.953795] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-12T20:21:48.954759] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-12T20:21:48.954823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:48.954857] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:48.954886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:48.954983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:49.019948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:49.020889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:49.020994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:49.021034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:49.148704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:49.148858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:49.148899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:49.148928] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:49.152517] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=47.78%)
[2025-12-12T20:21:49.152833] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-12T20:21:49.152966] [INFO ] [sig       ] EVEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:49.312445] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVEX.txt
[2025-12-12T20:21:49.312820] [INFO ] [sig       ] [1153/3596] Completed EVEX in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:49.312877] [INFO ] [sig       ] [1154/3596] Forecasting EVF...
[2025-12-12T20:21:49.312932] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-12T20:21:49.312982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-12T20:21:49.331118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-12T20:21:49.331607] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-12T20:21:49.332774] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-12T20:21:49.332837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:49.332874] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:49.332905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:49.332990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:49.403181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:49.404187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:49.404288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:49.404321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:49.522515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:49.522692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:49.522732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:49.522761] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:49.526371] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-12T20:21:49.526760] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-12T20:21:49.526909] [INFO ] [sig       ] EVF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:49.673919] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVF.txt
[2025-12-12T20:21:49.674078] [INFO ] [sig       ] [1154/3596] Completed EVF in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:49.674115] [INFO ] [sig       ] [1155/3596] Forecasting EVG...
[2025-12-12T20:21:49.674144] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-12T20:21:49.674176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-12T20:21:49.686507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-12T20:21:49.686925] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-12T20:21:49.687766] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-12T20:21:49.687821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:49.687852] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:49.687878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:49.687935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:49.746007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:49.746897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:49.746981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:49.747014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:49.871067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:49.871239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:49.871291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:49.871329] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:49.876254] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-12T20:21:49.876692] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-12T20:21:49.876863] [INFO ] [sig       ] EVG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:50.054963] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EVG.txt
[2025-12-12T20:21:50.055111] [INFO ] [sig       ] [1155/3596] Completed EVG in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:50.055150] [INFO ] [sig       ] [1156/3596] Forecasting EVGN...
[2025-12-12T20:21:50.055179] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-12T20:21:50.055209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-12T20:21:50.067284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-12T20:21:50.067630] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-12T20:21:50.068410] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-12T20:21:50.068462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:50.068494] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:50.068520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:50.068609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:50.124495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:50.125343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:50.125423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:50.125455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:50.242091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:50.242242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:50.242283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:50.242312] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:50.245865] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-12T20:21:50.246171] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-12T20:21:50.246307] [INFO ] [sig       ] EVGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:50.387937] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVGN.txt
[2025-12-12T20:21:50.388086] [INFO ] [sig       ] [1156/3596] Completed EVGN in 0.3s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:50.388128] [INFO ] [sig       ] [1157/3596] Forecasting EVGO...
[2025-12-12T20:21:50.388160] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-12T20:21:50.388190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-12T20:21:50.402300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-12T20:21:50.402791] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-12T20:21:50.403794] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-12T20:21:50.403858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:50.403898] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:50.403930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:50.404002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:50.470411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:50.471335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:50.471423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:50.471457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:50.606697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:50.606854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:50.606895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:50.606954] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:50.610365] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-12T20:21:50.610669] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-12T20:21:50.610792] [INFO ] [sig       ] EVGO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:50.753813] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EVGO.txt
[2025-12-12T20:21:50.753971] [INFO ] [sig       ] [1157/3596] Completed EVGO in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:50.754009] [INFO ] [sig       ] [1158/3596] Forecasting EVH...
[2025-12-12T20:21:50.754038] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-12T20:21:50.754067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-12T20:21:50.765933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-12T20:21:50.766326] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-12T20:21:50.767113] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-12T20:21:50.767170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:50.767200] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:50.767227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:50.767282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:50.827424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:50.828313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:50.828395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:50.828427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:50.949409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:50.949566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:50.949628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:50.949684] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:50.953055] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-12T20:21:50.953329] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-12T20:21:50.953454] [INFO ] [sig       ] EVH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:51.093021] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EVH.txt
[2025-12-12T20:21:51.093175] [INFO ] [sig       ] [1158/3596] Completed EVH in 0.3s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:51.093214] [INFO ] [sig       ] [1159/3596] Forecasting EVN...
[2025-12-12T20:21:51.093243] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-12T20:21:51.093280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-12T20:21:51.104725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-12T20:21:51.105066] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-12T20:21:51.105846] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-12T20:21:51.105898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:51.105929] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:51.105955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:51.106011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:51.161886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:51.162643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:51.162750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:51.162784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:51.276371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:51.276518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:51.276558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:51.276604] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:51.279943] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-12-12T20:21:51.280219] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-12T20:21:51.280339] [INFO ] [sig       ] EVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:51.415542] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EVN.txt
[2025-12-12T20:21:51.415695] [INFO ] [sig       ] [1159/3596] Completed EVN in 0.3s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:51.415733] [INFO ] [sig       ] [1160/3596] Forecasting EVO...
[2025-12-12T20:21:51.415763] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-12T20:21:51.415793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-12T20:21:51.426925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-12T20:21:51.427241] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-12T20:21:51.428020] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-12T20:21:51.428073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:51.428103] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:51.428129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:51.428188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:51.485267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:51.486104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:51.486187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:51.486220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:51.613894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:51.614054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:51.614094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:51.614124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:51.617486] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-12T20:21:51.617777] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-12T20:21:51.617899] [INFO ] [sig       ] EVO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:51.763349] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EVO.txt
[2025-12-12T20:21:51.763508] [INFO ] [sig       ] [1160/3596] Completed EVO in 0.3s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:51.763547] [INFO ] [sig       ] [1161/3596] Forecasting EVOK...
[2025-12-12T20:21:51.763593] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-12T20:21:51.763628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-12T20:21:51.775499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-12T20:21:51.775900] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-12T20:21:51.776702] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-12T20:21:51.776754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:51.776784] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:51.776810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:51.776877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:51.834347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:51.835219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:51.835298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:51.835329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:51.951524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:51.951694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:51.951734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:51.951761] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:51.955044] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=45.58%)
[2025-12-12T20:21:51.955323] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-12T20:21:51.955444] [INFO ] [sig       ] EVOK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:52.100628] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVOK.txt
[2025-12-12T20:21:52.100794] [INFO ] [sig       ] [1161/3596] Completed EVOK in 0.3s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:52.100831] [INFO ] [sig       ] [1162/3596] Forecasting EVRG...
[2025-12-12T20:21:52.100859] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-12T20:21:52.100889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-12T20:21:52.112710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-12T20:21:52.113056] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-12T20:21:52.113832] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-12T20:21:52.113882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:52.113913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:52.113939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:52.113994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:52.172592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:52.173486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:52.173568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:52.173622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:52.307841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:52.307997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:52.308036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:52.308066] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:52.311829] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=65.77%)
[2025-12-12T20:21:52.312117] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-12T20:21:52.312245] [INFO ] [sig       ] EVRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:52.471259] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EVRG.txt
[2025-12-12T20:21:52.471448] [INFO ] [sig       ] [1162/3596] Completed EVRG in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:52.471488] [INFO ] [sig       ] [1163/3596] Forecasting EVSD...
[2025-12-12T20:21:52.471516] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-12T20:21:52.471546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-12T20:21:52.483036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-12T20:21:52.483421] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-12T20:21:52.484217] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-12T20:21:52.484282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:52.484313] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:52.484339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:52.484394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:52.542362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:52.543268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:52.543354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:52.543387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:52.664808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:52.664969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:52.665008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:52.665036] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:52.668512] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-12T20:21:52.668856] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-12T20:21:52.668997] [INFO ] [sig       ] EVSD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:52.850862] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVSD.txt
[2025-12-12T20:21:52.851021] [INFO ] [sig       ] [1163/3596] Completed EVSD in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:52.851061] [INFO ] [sig       ] [1164/3596] Forecasting EVTC...
[2025-12-12T20:21:52.851093] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-12T20:21:52.851125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-12T20:21:52.864475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-12T20:21:52.864876] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-12T20:21:52.865697] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-12T20:21:52.865749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:52.865780] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:52.865807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:52.865862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:52.928706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:52.929643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:52.929922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:52.929963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:53.056023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:53.056158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:53.056196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:53.056224] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:53.059478] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-12-12T20:21:53.059785] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-12T20:21:53.059908] [INFO ] [sig       ] EVTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:53.200138] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EVTC.txt
[2025-12-12T20:21:53.200301] [INFO ] [sig       ] [1164/3596] Completed EVTC in 0.3s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:53.200339] [INFO ] [sig       ] [1165/3596] Forecasting EVTL...
[2025-12-12T20:21:53.200368] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-12T20:21:53.200397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-12T20:21:53.211905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-12T20:21:53.212277] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-12T20:21:53.213076] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-12T20:21:53.213127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:53.213160] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:53.213186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:53.213241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:53.274759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:53.275831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:53.275916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:53.275949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:53.410641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:53.410838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:53.410883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:53.410913] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:53.414806] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-12T20:21:53.415131] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-12T20:21:53.415421] [INFO ] [sig       ] EVTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:53.566624] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EVTL.txt
[2025-12-12T20:21:53.566803] [INFO ] [sig       ] [1165/3596] Completed EVTL in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-12T20:21:53.566846] [INFO ] [sig       ] [1166/3596] Forecasting EWBC...
[2025-12-12T20:21:53.566876] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-12T20:21:53.566907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-12T20:21:53.579129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-12T20:21:53.579529] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-12T20:21:53.580347] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-12T20:21:53.580399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:53.580457] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:53.580485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:53.580541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:53.639799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:53.640917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:53.640999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:53.641031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:53.769071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:53.769227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:53.769267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:53.769294] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:53.772934] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-12T20:21:53.773443] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-12T20:21:53.773597] [INFO ] [sig       ] EWBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:53.924009] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EWBC.txt
[2025-12-12T20:21:53.924173] [INFO ] [sig       ] [1166/3596] Completed EWBC in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-12T20:21:53.924213] [INFO ] [sig       ] [1167/3596] Forecasting EWCZ...
[2025-12-12T20:21:53.924243] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-12T20:21:53.924272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-12T20:21:53.936946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-12T20:21:53.937300] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-12T20:21:53.938083] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-12T20:21:53.938134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:53.938165] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:53.938190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:53.938437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:53.997622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:53.998480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:53.998558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:53.998610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:54.124755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:54.124934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:54.124985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:54.125031] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:54.129930] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=65.79%)
[2025-12-12T20:21:54.130401] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-12T20:21:54.130627] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:54.281236] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EWCZ.txt
[2025-12-12T20:21:54.281391] [INFO ] [sig       ] [1167/3596] Completed EWCZ in 0.4s | 2.84 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-12T20:21:54.281430] [INFO ] [sig       ] [1168/3596] Forecasting EWTX...
[2025-12-12T20:21:54.281459] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-12T20:21:54.281491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-12T20:21:54.296215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-12T20:21:54.296622] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-12T20:21:54.297414] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-12T20:21:54.297468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:54.297500] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:54.297527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:54.297607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:54.358006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:54.358869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:54.358951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:54.358982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:54.479416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:54.479690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:54.479759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:54.479790] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:54.483374] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-12T20:21:54.483717] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-12T20:21:54.483852] [INFO ] [sig       ] EWTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:54.626627] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EWTX.txt
[2025-12-12T20:21:54.626768] [INFO ] [sig       ] [1168/3596] Completed EWTX in 0.3s | 2.84 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-12T20:21:54.626806] [INFO ] [sig       ] [1169/3596] Forecasting EWZS...
[2025-12-12T20:21:54.626835] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-12T20:21:54.626874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-12T20:21:54.638867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-12T20:21:54.639185] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-12T20:21:54.639995] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-12T20:21:54.640047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:54.640079] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:54.640110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:54.640177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:54.698262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:54.699157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:54.699240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:54.699275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:54.826556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:54.826732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:54.826772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:54.826835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:54.831633] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-12-12T20:21:54.831964] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-12T20:21:54.832104] [INFO ] [sig       ] EWZS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:54.988724] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EWZS.txt
[2025-12-12T20:21:54.988891] [INFO ] [sig       ] [1169/3596] Completed EWZS in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:54.988932] [INFO ] [sig       ] [1170/3596] Forecasting EXAS...
[2025-12-12T20:21:54.988961] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-12T20:21:54.988993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-12T20:21:55.001280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-12T20:21:55.001700] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-12T20:21:55.002470] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-12T20:21:55.002522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:55.002553] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:55.002597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:55.002655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:55.060925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:55.061794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:55.061877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:55.061909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:55.191340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:55.191513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:55.191554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:55.191609] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:55.195300] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-12-12T20:21:55.195638] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-12T20:21:55.195775] [INFO ] [sig       ] EXAS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:55.360599] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXAS.txt
[2025-12-12T20:21:55.360760] [INFO ] [sig       ] [1170/3596] Completed EXAS in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:55.360799] [INFO ] [sig       ] [1171/3596] Forecasting EXC...
[2025-12-12T20:21:55.360827] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-12T20:21:55.360866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-12T20:21:55.373155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-12T20:21:55.373538] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-12T20:21:55.374322] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-12T20:21:55.374373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:55.374404] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:55.374430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:55.374486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:55.434058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:55.435134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:55.435237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:55.435271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:55.560897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:55.561057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:55.561094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:55.561126] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:55.564943] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-12-12T20:21:55.565275] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-12T20:21:55.565410] [INFO ] [sig       ] EXC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:55.715263] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EXC.txt
[2025-12-12T20:21:55.715444] [INFO ] [sig       ] [1171/3596] Completed EXC in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:55.715487] [INFO ] [sig       ] [1172/3596] Forecasting EXEL...
[2025-12-12T20:21:55.715515] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-12T20:21:55.715547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-12T20:21:55.731335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-12T20:21:55.731827] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-12T20:21:55.732893] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-12T20:21:55.732959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:55.733001] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:55.733039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:55.733122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:55.809256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:55.810183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:55.810270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:55.810304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:55.938934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:55.939088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:55.939129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:55.939159] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:55.943124] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-12-12T20:21:55.943411] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-12T20:21:55.943536] [INFO ] [sig       ] EXEL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:56.084870] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXEL.txt
[2025-12-12T20:21:56.085043] [INFO ] [sig       ] [1172/3596] Completed EXEL in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:56.085087] [INFO ] [sig       ] [1173/3596] Forecasting EXFY...
[2025-12-12T20:21:56.085123] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-12T20:21:56.085161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-12T20:21:56.098612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-12T20:21:56.099096] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-12T20:21:56.100273] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-12T20:21:56.100334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:56.100367] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:56.100394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:56.100452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:56.169410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:56.170369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:56.170461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:56.170495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:56.298361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:56.298525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:56.298584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:56.298617] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:56.302118] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2025-12-12T20:21:56.302475] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-12T20:21:56.302632] [INFO ] [sig       ] EXFY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:56.450365] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXFY.txt
[2025-12-12T20:21:56.450751] [INFO ] [sig       ] [1173/3596] Completed EXFY in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:56.450792] [INFO ] [sig       ] [1174/3596] Forecasting EXG...
[2025-12-12T20:21:56.450821] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-12T20:21:56.450852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-12T20:21:56.463092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-12T20:21:56.463451] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-12T20:21:56.464235] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-12T20:21:56.464298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:56.464330] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:56.464356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:56.464411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:56.525151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:56.526117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:56.526198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:56.526231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:56.647412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:56.647592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:56.647634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:56.647662] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:56.651391] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-12-12T20:21:56.651680] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-12T20:21:56.651802] [INFO ] [sig       ] EXG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:56.795556] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXG.txt
[2025-12-12T20:21:56.795740] [INFO ] [sig       ] [1174/3596] Completed EXG in 0.3s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:56.795780] [INFO ] [sig       ] [1175/3596] Forecasting EXK...
[2025-12-12T20:21:56.795807] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-12T20:21:56.795838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-12T20:21:56.808201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-12T20:21:56.808609] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-12T20:21:56.809400] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-12T20:21:56.809452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:56.809481] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:56.809507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:56.809562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:56.865687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:56.866617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:56.866702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:56.866734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:56.989191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:56.989356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:56.989396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:56.989423] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:56.992837] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2025-12-12T20:21:56.993132] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-12T20:21:56.993285] [INFO ] [sig       ] EXK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:57.138007] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EXK.txt
[2025-12-12T20:21:57.138191] [INFO ] [sig       ] [1175/3596] Completed EXK in 0.3s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:57.138237] [INFO ] [sig       ] [1176/3596] Forecasting EXLS...
[2025-12-12T20:21:57.138272] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-12T20:21:57.138310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-12T20:21:57.154310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-12T20:21:57.154761] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-12T20:21:57.156108] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-12T20:21:57.156178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:57.156227] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:57.156281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:57.156371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:57.215220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:57.216078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:57.216187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:57.216221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:57.338506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:57.338644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:57.338682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:57.338710] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:57.341941] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-12T20:21:57.342212] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-12T20:21:57.342333] [INFO ] [sig       ] EXLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:57.488419] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EXLS.txt
[2025-12-12T20:21:57.488594] [INFO ] [sig       ] [1176/3596] Completed EXLS in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:57.488637] [INFO ] [sig       ] [1177/3596] Forecasting EXP...
[2025-12-12T20:21:57.488666] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-12T20:21:57.488705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-12T20:21:57.501901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-12T20:21:57.502254] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-12T20:21:57.503057] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-12T20:21:57.503109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:57.503140] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:57.503166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:57.503221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:57.561102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:57.561914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:57.561994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:57.562027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:57.684715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:57.684872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:57.684912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:57.684941] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:57.688273] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-12T20:21:57.688544] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-12T20:21:57.688680] [INFO ] [sig       ] EXP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:57.829771] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EXP.txt
[2025-12-12T20:21:57.829911] [INFO ] [sig       ] [1177/3596] Completed EXP in 0.3s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:57.829955] [INFO ] [sig       ] [1178/3596] Forecasting EXPD...
[2025-12-12T20:21:57.829985] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-12T20:21:57.830018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-12T20:21:57.842758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-12T20:21:57.843264] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-12T20:21:57.844238] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-12T20:21:57.844290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:57.844320] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:57.844346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:57.844413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:57.902961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:57.903678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:57.903776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:57.903808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:58.023557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:58.023723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:58.023762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:58.023790] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:58.027098] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-12-12T20:21:58.027371] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-12T20:21:58.027490] [INFO ] [sig       ] EXPD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:58.216804] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXPD.txt
[2025-12-12T20:21:58.216945] [INFO ] [sig       ] [1178/3596] Completed EXPD in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:58.216983] [INFO ] [sig       ] [1179/3596] Forecasting EXPE...
[2025-12-12T20:21:58.217012] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-12T20:21:58.217042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-12T20:21:58.230345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-12T20:21:58.230784] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-12T20:21:58.231728] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-12T20:21:58.231782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:58.231816] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:58.231844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:58.231901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:58.290310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:58.291053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:58.291136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:58.291170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:58.416117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:58.416265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:58.416307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:58.416336] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:58.420116] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-12T20:21:58.420406] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-12T20:21:58.420551] [INFO ] [sig       ] EXPE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:58.569732] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXPE.txt
[2025-12-12T20:21:58.569928] [INFO ] [sig       ] [1179/3596] Completed EXPE in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:58.569975] [INFO ] [sig       ] [1180/3596] Forecasting EXPI...
[2025-12-12T20:21:58.570006] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-12T20:21:58.570038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-12T20:21:58.582317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-12T20:21:58.582694] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-12T20:21:58.583485] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-12T20:21:58.583539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:58.583593] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:58.583623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:58.583680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:58.643548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:58.644426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:58.644510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:58.644544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:58.771865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:58.772145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:58.772189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:58.772217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:58.776149] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-12-12T20:21:58.776464] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-12T20:21:58.776607] [INFO ] [sig       ] EXPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:58.926771] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXPI.txt
[2025-12-12T20:21:58.926923] [INFO ] [sig       ] [1180/3596] Completed EXPI in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:58.926963] [INFO ] [sig       ] [1181/3596] Forecasting EXPO...
[2025-12-12T20:21:58.926992] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-12T20:21:58.927022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-12T20:21:58.939988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-12T20:21:58.940399] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-12T20:21:58.941261] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-12T20:21:58.941316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:58.941349] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:58.941377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:58.941433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:59.003844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:59.004774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:59.004870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:59.004903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:59.133119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:59.133313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:59.133411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:59.133445] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:59.137086] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-12-12T20:21:59.137606] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-12T20:21:59.137765] [INFO ] [sig       ] EXPO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:21:59.284015] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/EXPO.txt
[2025-12-12T20:21:59.284162] [INFO ] [sig       ] [1181/3596] Completed EXPO in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:59.284200] [INFO ] [sig       ] [1182/3596] Forecasting EYE...
[2025-12-12T20:21:59.284228] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-12T20:21:59.284257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-12T20:21:59.299095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-12T20:21:59.299441] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-12T20:21:59.300372] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-12T20:21:59.300425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:59.300461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:59.300487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:59.300545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:59.357903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:59.358836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:59.358921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:59.358954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:59.482702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:59.482861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:59.482902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:59.482930] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:59.486321] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-12T20:21:59.486622] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-12T20:21:59.486764] [INFO ] [sig       ] EYE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:59.635070] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EYE.txt
[2025-12-12T20:21:59.635258] [INFO ] [sig       ] [1182/3596] Completed EYE in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-12T20:21:59.635300] [INFO ] [sig       ] [1183/3596] Forecasting EZGO...
[2025-12-12T20:21:59.635331] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-12T20:21:59.635362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-12T20:21:59.648176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-12T20:21:59.648506] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-12T20:21:59.649298] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-12T20:21:59.649350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:59.649408] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:59.649435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:59.649491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:21:59.712004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:21:59.712787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:21:59.712896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:21:59.712929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:21:59.826427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:21:59.826607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:21:59.826649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:21:59.826678] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:21:59.829998] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2025-12-12T20:21:59.830277] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-12T20:21:59.830395] [INFO ] [sig       ] EZGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:21:59.975262] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/EZGO.txt
[2025-12-12T20:21:59.975404] [INFO ] [sig       ] [1183/3596] Completed EZGO in 0.3s | 2.84 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-12T20:21:59.975442] [INFO ] [sig       ] [1184/3596] Forecasting F...
[2025-12-12T20:21:59.975471] [INFO ] [sig       ] Generating forecast for: F
[2025-12-12T20:21:59.975502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-12T20:21:59.989193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-12T20:21:59.989685] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-12T20:21:59.990614] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-12T20:21:59.990670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:21:59.990703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:21:59.990729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:21:59.990785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:00.052564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:00.053502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:00.053616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:00.053652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:00.181673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:00.181861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:00.181918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:00.181959] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:00.186518] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-12T20:22:00.187025] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-12T20:22:00.187201] [INFO ] [sig       ] F: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:00.344195] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/F.txt
[2025-12-12T20:22:00.344351] [INFO ] [sig       ] [1184/3596] Completed F in 0.4s | 2.84 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-12T20:22:00.344391] [INFO ] [sig       ] [1185/3596] Forecasting FA...
[2025-12-12T20:22:00.344421] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-12T20:22:00.344453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-12T20:22:00.356900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-12T20:22:00.357259] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-12T20:22:00.358067] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-12T20:22:00.358119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:00.358151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:00.358191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:00.358258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:00.414911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:00.415769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:00.415853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:00.415886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:00.539214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:00.539388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:00.539437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:00.539466] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:00.543087] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-12T20:22:00.543403] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-12T20:22:00.543542] [INFO ] [sig       ] FA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:00.683886] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FA.txt
[2025-12-12T20:22:00.684047] [INFO ] [sig       ] [1185/3596] Completed FA in 0.3s | 2.84 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-12T20:22:00.684085] [INFO ] [sig       ] [1186/3596] Forecasting FAF...
[2025-12-12T20:22:00.684115] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-12T20:22:00.684148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-12T20:22:00.695939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-12T20:22:00.696293] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-12T20:22:00.697113] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-12T20:22:00.697165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:00.697196] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:00.697223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:00.697280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:00.757587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:00.758426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:00.758511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:00.758543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:00.881622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:00.881746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:00.881784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:00.881812] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:00.885532] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2025-12-12T20:22:00.885870] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-12T20:22:00.886015] [INFO ] [sig       ] FAF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:01.040471] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FAF.txt
[2025-12-12T20:22:01.040648] [INFO ] [sig       ] [1186/3596] Completed FAF in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:01.040690] [INFO ] [sig       ] [1187/3596] Forecasting FALN...
[2025-12-12T20:22:01.040721] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-12T20:22:01.040751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-12T20:22:01.054295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-12T20:22:01.054693] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-12T20:22:01.055607] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-12T20:22:01.055664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:01.055698] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:01.055728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:01.055802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:01.125365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:01.126241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:01.126341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:01.126385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:01.255121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:01.255288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:01.255330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:01.255359] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:01.258784] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-12T20:22:01.259056] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-12T20:22:01.259175] [INFO ] [sig       ] FALN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:01.400331] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FALN.txt
[2025-12-12T20:22:01.400492] [INFO ] [sig       ] [1187/3596] Completed FALN in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:01.400529] [INFO ] [sig       ] [1188/3596] Forecasting FANG...
[2025-12-12T20:22:01.400558] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-12T20:22:01.400611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-12T20:22:01.413517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-12T20:22:01.413917] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-12T20:22:01.414835] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-12T20:22:01.414890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:01.414922] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:01.414950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:01.415007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:01.476610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:01.477543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:01.477650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:01.477683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:01.607258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:01.607426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:01.607466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:01.607495] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:01.611022] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-12T20:22:01.611353] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-12T20:22:01.611492] [INFO ] [sig       ] FANG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:01.770403] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FANG.txt
[2025-12-12T20:22:01.770587] [INFO ] [sig       ] [1188/3596] Completed FANG in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:01.770630] [INFO ] [sig       ] [1189/3596] Forecasting FARM...
[2025-12-12T20:22:01.770662] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-12T20:22:01.770709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-12T20:22:01.783773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-12T20:22:01.784225] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-12T20:22:01.785466] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-12T20:22:01.785538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:01.785604] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:01.785646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:01.785709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:01.846299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:01.847315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:01.847412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:01.847446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:01.978541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:01.978718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:01.978758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:01.978787] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:01.982562] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-12T20:22:01.982914] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-12T20:22:01.983084] [INFO ] [sig       ] FARM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:02.150321] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FARM.txt
[2025-12-12T20:22:02.150487] [INFO ] [sig       ] [1189/3596] Completed FARM in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:02.150530] [INFO ] [sig       ] [1190/3596] Forecasting FBIN...
[2025-12-12T20:22:02.150561] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-12T20:22:02.150617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-12T20:22:02.166129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-12T20:22:02.166613] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-12T20:22:02.167821] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-12T20:22:02.167889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:02.167932] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:02.167969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:02.168050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:02.237082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:02.237970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:02.238052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:02.238086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:02.365692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:02.365855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:02.365904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:02.365940] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:02.369393] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-12T20:22:02.369742] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-12T20:22:02.369876] [INFO ] [sig       ] FBIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:02.517841] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FBIN.txt
[2025-12-12T20:22:02.518003] [INFO ] [sig       ] [1190/3596] Completed FBIN in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:02.518042] [INFO ] [sig       ] [1191/3596] Forecasting FBIO...
[2025-12-12T20:22:02.518071] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-12T20:22:02.518101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-12T20:22:02.530054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-12T20:22:02.530438] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-12T20:22:02.531269] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-12T20:22:02.531323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:02.531355] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:02.531383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:02.531441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:02.590674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:02.591591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:02.591675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:02.591709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:02.717103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:02.717258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:02.717304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:02.717338] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:02.721095] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-12-12T20:22:02.721396] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-12T20:22:02.721733] [INFO ] [sig       ] FBIO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:02.870665] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FBIO.txt
[2025-12-12T20:22:02.870847] [INFO ] [sig       ] [1191/3596] Completed FBIO in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:02.870896] [INFO ] [sig       ] [1192/3596] Forecasting FBIZ...
[2025-12-12T20:22:02.870927] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-12T20:22:02.870958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-12T20:22:02.882750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-12T20:22:02.883138] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-12T20:22:02.883939] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-12T20:22:02.883991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:02.884022] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:02.884048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:02.884104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:02.948598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:02.949473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:02.949567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:02.949854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:03.079949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:03.080102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:03.080142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:03.080208] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:03.084119] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-12T20:22:03.084420] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-12T20:22:03.084764] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:03.238081] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FBIZ.txt
[2025-12-12T20:22:03.238238] [INFO ] [sig       ] [1192/3596] Completed FBIZ in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:03.238278] [INFO ] [sig       ] [1193/3596] Forecasting FBK...
[2025-12-12T20:22:03.238307] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-12T20:22:03.238339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-12T20:22:03.251004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-12T20:22:03.251370] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-12T20:22:03.252402] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-12T20:22:03.252460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:03.252491] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:03.252518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:03.252601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:03.316432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:03.317304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:03.317422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:03.317482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:03.446550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:03.446715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:03.446754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:03.446782] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:03.450534] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-12T20:22:03.450840] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-12T20:22:03.450969] [INFO ] [sig       ] FBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:03.606150] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FBK.txt
[2025-12-12T20:22:03.606314] [INFO ] [sig       ] [1193/3596] Completed FBK in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:03.606354] [INFO ] [sig       ] [1194/3596] Forecasting FBL...
[2025-12-12T20:22:03.606384] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-12T20:22:03.606414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-12T20:22:03.618251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-12T20:22:03.618647] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-12T20:22:03.619409] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-12T20:22:03.619459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:03.619490] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:03.619516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:03.619588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:03.682024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:03.682940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:03.683022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:03.683055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:03.807046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:03.807196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:03.807234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:03.807263] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:03.810588] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-12T20:22:03.810860] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-12T20:22:03.810980] [INFO ] [sig       ] FBL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:03.952008] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FBL.txt
[2025-12-12T20:22:03.952165] [INFO ] [sig       ] [1194/3596] Completed FBL in 0.3s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:03.952203] [INFO ] [sig       ] [1195/3596] Forecasting FBNC...
[2025-12-12T20:22:03.952232] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-12T20:22:03.952264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-12T20:22:03.964367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-12T20:22:03.964739] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-12T20:22:03.965502] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-12T20:22:03.965553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:03.965614] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:03.965643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:03.965697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:04.022904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:04.023761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:04.023841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:04.023873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:04.141869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:04.142013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:04.142052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:04.142080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:04.145424] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-12T20:22:04.145724] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-12T20:22:04.145846] [INFO ] [sig       ] FBNC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:04.287345] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FBNC.txt
[2025-12-12T20:22:04.287496] [INFO ] [sig       ] [1195/3596] Completed FBNC in 0.3s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:04.287535] [INFO ] [sig       ] [1196/3596] Forecasting FBP...
[2025-12-12T20:22:04.287582] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-12T20:22:04.287617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-12T20:22:04.299500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-12T20:22:04.299821] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-12T20:22:04.300639] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-12T20:22:04.300690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:04.300721] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:04.300746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:04.300821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:04.357684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:04.358300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:04.358374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:04.358405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:04.478185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:04.478342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:04.478388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:04.478423] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:04.481849] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-12T20:22:04.482147] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-12T20:22:04.482272] [INFO ] [sig       ] FBP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:04.620186] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FBP.txt
[2025-12-12T20:22:04.620402] [INFO ] [sig       ] [1196/3596] Completed FBP in 0.3s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:04.620471] [INFO ] [sig       ] [1197/3596] Forecasting FC...
[2025-12-12T20:22:04.620518] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-12T20:22:04.620561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-12T20:22:04.632267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-12T20:22:04.632596] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-12T20:22:04.633605] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-12T20:22:04.633666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:04.633700] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:04.633726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:04.633784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:04.695767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:04.696640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:04.696735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:04.696771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:04.823165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:04.823318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:04.823358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:04.823387] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:04.826767] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-12T20:22:04.827044] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-12T20:22:04.827166] [INFO ] [sig       ] FC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:04.971765] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FC.txt
[2025-12-12T20:22:04.971923] [INFO ] [sig       ] [1197/3596] Completed FC in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:04.971961] [INFO ] [sig       ] [1198/3596] Forecasting FCAL...
[2025-12-12T20:22:04.971990] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-12T20:22:04.972020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-12T20:22:04.984433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-12T20:22:04.984822] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-12T20:22:04.985631] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-12T20:22:04.985695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:04.985727] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:04.985755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:04.985810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:05.046270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:05.046967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:05.047047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:05.047078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:05.156968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:05.157101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:05.157138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:05.157165] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:05.160419] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-12T20:22:05.160896] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-12T20:22:05.161018] [INFO ] [sig       ] FCAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:05.305625] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FCAL.txt
[2025-12-12T20:22:05.305761] [INFO ] [sig       ] [1198/3596] Completed FCAL in 0.3s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:05.305798] [INFO ] [sig       ] [1199/3596] Forecasting FCBC...
[2025-12-12T20:22:05.305827] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-12T20:22:05.305858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-12T20:22:05.317536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-12T20:22:05.317897] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-12T20:22:05.318961] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-12T20:22:05.319013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:05.319046] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:05.319071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:05.319126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:05.379492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:05.380206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:05.380284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:05.380317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:05.498806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:05.498950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:05.498989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:05.499018] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:05.502386] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-12T20:22:05.502674] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-12T20:22:05.502794] [INFO ] [sig       ] FCBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:05.646583] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FCBC.txt
[2025-12-12T20:22:05.646739] [INFO ] [sig       ] [1199/3596] Completed FCBC in 0.3s | 2.84 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-12T20:22:05.646778] [INFO ] [sig       ] [1200/3596] Forecasting FCCO...
[2025-12-12T20:22:05.646811] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-12T20:22:05.646841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-12T20:22:05.658408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-12T20:22:05.658789] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-12T20:22:05.659802] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-12T20:22:05.659855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:05.659913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:05.659941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:05.659997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:05.718731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:05.719623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:05.719723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:05.719756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:05.842073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:05.842221] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:22:05.842259] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:05.842286] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:05.845994] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=23.26%)
[2025-12-12T20:22:05.846262] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-12T20:22:05.846387] [INFO ] [sig       ] FCCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:05.983918] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FCCO.txt
[2025-12-12T20:22:05.984073] [INFO ] [sig       ] [1200/3596] Completed FCCO in 0.3s | 2.84 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-12T20:22:05.984112] [INFO ] [sig       ] [1201/3596] Forecasting FCEL...
[2025-12-12T20:22:05.984141] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-12T20:22:05.984171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-12T20:22:05.995466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-12T20:22:05.995889] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-12T20:22:05.996708] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-12T20:22:05.996763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:05.996794] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:05.996819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:05.996874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:06.056001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:06.056830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:06.056909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:06.056942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:06.187518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:06.187689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:06.187731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:06.187759] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:06.191138] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-12-12T20:22:06.191426] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-12T20:22:06.191551] [INFO ] [sig       ] FCEL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:06.343468] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FCEL.txt
[2025-12-12T20:22:06.343665] [INFO ] [sig       ] [1201/3596] Completed FCEL in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-12T20:22:06.343708] [INFO ] [sig       ] [1202/3596] Forecasting FCF...
[2025-12-12T20:22:06.343737] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-12T20:22:06.343769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-12T20:22:06.355850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-12T20:22:06.356254] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-12T20:22:06.357153] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-12T20:22:06.357207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:06.357238] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:06.357264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:06.357319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:06.423373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:06.424408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:06.424530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:06.424597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:06.550102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:06.550267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:06.550305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:06.550334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:06.553894] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-12-12T20:22:06.554196] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-12T20:22:06.554324] [INFO ] [sig       ] FCF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:06.697180] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FCF.txt
[2025-12-12T20:22:06.697351] [INFO ] [sig       ] [1202/3596] Completed FCF in 0.4s | 2.84 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-12T20:22:06.697391] [INFO ] [sig       ] [1203/3596] Forecasting FCFS...
[2025-12-12T20:22:06.697420] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-12T20:22:06.697450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-12T20:22:06.709531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-12T20:22:06.709988] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-12T20:22:06.710836] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-12T20:22:06.710890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:06.710922] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:06.710950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:06.711007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:06.769410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:06.770285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:06.770368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:06.770400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:06.886903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:06.887060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:06.887100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:06.887168] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:06.891037] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=46.39%)
[2025-12-12T20:22:06.891397] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-12T20:22:06.891536] [INFO ] [sig       ] FCFS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:07.033966] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FCFS.txt
[2025-12-12T20:22:07.034125] [INFO ] [sig       ] [1203/3596] Completed FCFS in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:07.034164] [INFO ] [sig       ] [1204/3596] Forecasting FCN...
[2025-12-12T20:22:07.034194] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-12T20:22:07.034225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-12T20:22:07.049455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-12T20:22:07.050166] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-12T20:22:07.051261] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-12T20:22:07.051336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:07.051380] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:07.051419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:07.051500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:07.127333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:07.128211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:07.128301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:07.128336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:07.265948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:07.266106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:07.266146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:07.266174] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:07.269822] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-12T20:22:07.270106] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-12T20:22:07.270235] [INFO ] [sig       ] FCN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:07.432432] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FCN.txt
[2025-12-12T20:22:07.432717] [INFO ] [sig       ] [1204/3596] Completed FCN in 0.4s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:07.432764] [INFO ] [sig       ] [1205/3596] Forecasting FCNCA...
[2025-12-12T20:22:07.432795] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-12T20:22:07.432824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-12T20:22:07.445367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-12T20:22:07.445743] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-12T20:22:07.446549] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-12T20:22:07.446619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:07.446652] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:07.446678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:07.446734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:07.508628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:07.509632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:07.509729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:07.509763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:07.637359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:07.637513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:07.637588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:07.637623] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:07.641222] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=63.00%)
[2025-12-12T20:22:07.641615] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-12T20:22:07.641779] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:07.800128] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FCNCA.txt
[2025-12-12T20:22:07.800333] [INFO ] [sig       ] [1205/3596] Completed FCNCA in 0.4s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:07.800385] [INFO ] [sig       ] [1206/3596] Forecasting FCNCO...
[2025-12-12T20:22:07.800416] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-12T20:22:07.800447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-12T20:22:07.813491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-12T20:22:07.813957] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-12T20:22:07.814788] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-12T20:22:07.814842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:07.814875] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:07.814902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:07.814974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:07.880016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:07.881203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:07.881302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:07.881347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:07.993072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:07.993217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:07.993258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:07.993288] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:07.996970] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-12T20:22:07.997254] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-12T20:22:07.997380] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:08.146356] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FCNCO.txt
[2025-12-12T20:22:08.146505] [INFO ] [sig       ] [1206/3596] Completed FCNCO in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:08.146542] [INFO ] [sig       ] [1207/3596] Forecasting FCNCP...
[2025-12-12T20:22:08.146589] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-12T20:22:08.146624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-12T20:22:08.158114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-12T20:22:08.158419] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-12T20:22:08.159226] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-12T20:22:08.159278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:08.159310] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:08.159337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:08.159393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:08.225768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:08.226592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:08.226683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:08.226720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:08.334480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:08.334643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:08.334685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:08.334713] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:08.338133] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=34.49%)
[2025-12-12T20:22:08.338426] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-12T20:22:08.338594] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:08.491660] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FCNCP.txt
[2025-12-12T20:22:08.491803] [INFO ] [sig       ] [1207/3596] Completed FCNCP in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:08.491841] [INFO ] [sig       ] [1208/3596] Forecasting FCTE...
[2025-12-12T20:22:08.491870] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-12T20:22:08.491901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-12T20:22:08.503354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-12T20:22:08.503673] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-12T20:22:08.504443] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-12T20:22:08.504506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:08.504544] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:08.504598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:08.504658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:08.562299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:08.563113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:08.563191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:08.563224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:08.681654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:08.681810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:08.681849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:08.681878] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:08.685202] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-12T20:22:08.685491] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-12T20:22:08.685642] [INFO ] [sig       ] FCTE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:08.827916] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FCTE.txt
[2025-12-12T20:22:08.828061] [INFO ] [sig       ] [1208/3596] Completed FCTE in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:08.828100] [INFO ] [sig       ] [1209/3596] Forecasting FCX...
[2025-12-12T20:22:08.828129] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-12T20:22:08.828159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-12T20:22:08.840742] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FCX'.
[2025-12-12T20:22:08.841327] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-12T20:22:08.842407] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-12T20:22:08.842472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:08.842505] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:08.842531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:08.842606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:08.901277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:08.901957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:08.902034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:08.902065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:09.031928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:09.032096] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:22:09.032136] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:09.032164] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:09.035556] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-12T20:22:09.035853] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-12T20:22:09.035976] [INFO ] [sig       ] FCX: Forecast for 2025-12-11: DOWN (sign=0.00)
[2025-12-12T20:22:09.178883] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-12	0 -> ./output/forecasts/individual/2025-12-12/FCX.txt
[2025-12-12T20:22:09.179054] [INFO ] [sig       ] [1209/3596] Completed FCX in 0.4s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:09.179110] [INFO ] [sig       ] [1210/3596] Forecasting FDBC...
[2025-12-12T20:22:09.179145] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-12T20:22:09.179176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-12T20:22:09.189340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-12T20:22:09.189701] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-12T20:22:09.190480] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-12T20:22:09.190532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:09.190564] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:09.190620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:09.190680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:09.250146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:09.251142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:09.251251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:09.251285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:09.344789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:09.344925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:09.344964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:09.344992] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:09.348747] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-12T20:22:09.349014] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-12T20:22:09.349133] [INFO ] [sig       ] FDBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:09.489947] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FDBC.txt
[2025-12-12T20:22:09.490087] [INFO ] [sig       ] [1210/3596] Completed FDBC in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:09.490125] [INFO ] [sig       ] [1211/3596] Forecasting FDIF...
[2025-12-12T20:22:09.490156] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-12T20:22:09.490186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-12T20:22:09.502351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-12T20:22:09.502756] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-12T20:22:09.503795] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-12T20:22:09.503847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:09.503879] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:09.503907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:09.503963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:09.562850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:09.563705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:09.563784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:09.563816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:09.680050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:09.680200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:09.680239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:09.680268] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:09.684066] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-12T20:22:09.684333] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-12T20:22:09.684462] [INFO ] [sig       ] FDIF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:09.834054] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FDIF.txt
[2025-12-12T20:22:09.834202] [INFO ] [sig       ] [1211/3596] Completed FDIF in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:09.834239] [INFO ] [sig       ] [1212/3596] Forecasting FDIG...
[2025-12-12T20:22:09.834267] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-12T20:22:09.834297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-12T20:22:09.846048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-12T20:22:09.846409] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-12T20:22:09.847193] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-12T20:22:09.847245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:09.847276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:09.847302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:09.847358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:09.906094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:09.906900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:09.906977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:09.907009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:10.025902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:10.026054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:10.026092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:10.026120] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:10.029414] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-12T20:22:10.029721] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-12T20:22:10.030031] [INFO ] [sig       ] FDIG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:10.167514] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FDIG.txt
[2025-12-12T20:22:10.167648] [INFO ] [sig       ] [1212/3596] Completed FDIG in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:10.167694] [INFO ] [sig       ] [1213/3596] Forecasting FDP...
[2025-12-12T20:22:10.167724] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-12T20:22:10.167754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-12T20:22:10.179518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-12T20:22:10.179829] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-12T20:22:10.180597] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-12T20:22:10.180647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:10.180678] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:10.180704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:10.180759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:10.237856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:10.238447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:10.238520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:10.238551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:10.357564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:10.357723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:10.357762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:10.357792] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:10.361065] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-12-12T20:22:10.361331] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-12T20:22:10.361450] [INFO ] [sig       ] FDP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:10.499696] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FDP.txt
[2025-12-12T20:22:10.499846] [INFO ] [sig       ] [1213/3596] Completed FDP in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:10.499885] [INFO ] [sig       ] [1214/3596] Forecasting FDS...
[2025-12-12T20:22:10.499914] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-12T20:22:10.499945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-12T20:22:10.511727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-12T20:22:10.512007] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-12T20:22:10.512781] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-12T20:22:10.512832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:10.512862] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:10.512889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:10.512944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:10.578663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:10.579513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:10.579617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:10.579677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:10.711198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:10.711358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:10.711407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:10.711444] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:10.714999] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-12-12T20:22:10.715334] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-12T20:22:10.715489] [INFO ] [sig       ] FDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:10.857186] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FDS.txt
[2025-12-12T20:22:10.857346] [INFO ] [sig       ] [1214/3596] Completed FDS in 0.4s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:10.857384] [INFO ] [sig       ] [1215/3596] Forecasting FDTX...
[2025-12-12T20:22:10.857414] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-12T20:22:10.857445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-12T20:22:10.868559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-12T20:22:10.868906] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-12T20:22:10.869724] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-12T20:22:10.869777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:10.869808] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:10.869834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:10.869889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:10.927147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:10.928063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:10.928150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:10.928183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:11.052119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:11.052565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:11.052665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:11.052695] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:11.057910] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2025-12-12T20:22:11.058246] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-12T20:22:11.058388] [INFO ] [sig       ] FDTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:11.203139] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FDTX.txt
[2025-12-12T20:22:11.203302] [INFO ] [sig       ] [1215/3596] Completed FDTX in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:11.203347] [INFO ] [sig       ] [1216/3596] Forecasting FDUS...
[2025-12-12T20:22:11.203388] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-12T20:22:11.203433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-12T20:22:11.217951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-12T20:22:11.218322] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-12T20:22:11.219179] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-12T20:22:11.219234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:11.219267] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:11.219293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:11.219354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:11.280056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:11.280838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:11.280925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:11.280958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:11.403274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:11.403432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:11.403523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:11.403555] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:11.406872] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-12-12T20:22:11.407140] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-12T20:22:11.407257] [INFO ] [sig       ] FDUS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:11.545723] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FDUS.txt
[2025-12-12T20:22:11.545853] [INFO ] [sig       ] [1216/3596] Completed FDUS in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-12T20:22:11.545891] [INFO ] [sig       ] [1217/3596] Forecasting FDX...
[2025-12-12T20:22:11.545919] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-12T20:22:11.545950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-12T20:22:11.557059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-12T20:22:11.557341] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-12T20:22:11.558121] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-12T20:22:11.558173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:11.558229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:11.558257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:11.558313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:11.616050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:11.616668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:11.616746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:11.616778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:11.743374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:11.743525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:11.743566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:11.743612] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:11.746907] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-12T20:22:11.747174] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-12T20:22:11.747292] [INFO ] [sig       ] FDX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:11.884662] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FDX.txt
[2025-12-12T20:22:11.884798] [INFO ] [sig       ] [1217/3596] Completed FDX in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-12T20:22:11.884835] [INFO ] [sig       ] [1218/3596] Forecasting FE...
[2025-12-12T20:22:11.884872] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-12T20:22:11.884903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-12T20:22:11.898126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-12T20:22:11.898481] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-12T20:22:11.899250] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-12T20:22:11.899302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:11.899333] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:11.899359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:11.899414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:11.960296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:11.961124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:11.961219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:11.961252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:12.082910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:12.083070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:12.083109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:12.083138] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:12.086788] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-12-12T20:22:12.087108] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-12T20:22:12.087251] [INFO ] [sig       ] FE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:12.249391] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FE.txt
[2025-12-12T20:22:12.249633] [INFO ] [sig       ] [1218/3596] Completed FE in 0.4s | 2.84 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-12T20:22:12.249729] [INFO ] [sig       ] [1219/3596] Forecasting FEIM...
[2025-12-12T20:22:12.249784] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-12T20:22:12.249839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-12T20:22:12.262716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-12T20:22:12.263045] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-12T20:22:12.263851] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-12T20:22:12.263902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:12.263934] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:12.263959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:12.264014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:12.322195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:12.323090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:12.323184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:12.323217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:12.446223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:12.446379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:12.446417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:12.446444] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:12.449779] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-12T20:22:12.450082] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-12T20:22:12.450209] [INFO ] [sig       ] FEIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:12.589437] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FEIM.txt
[2025-12-12T20:22:12.589607] [INFO ] [sig       ] [1219/3596] Completed FEIM in 0.3s | 2.84 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-12T20:22:12.589647] [INFO ] [sig       ] [1220/3596] Forecasting FELE...
[2025-12-12T20:22:12.589688] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-12T20:22:12.589719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-12T20:22:12.602467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-12T20:22:12.602932] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-12T20:22:12.603807] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-12T20:22:12.603859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:12.603904] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:12.603931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:12.603987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:12.668068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:12.669163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:12.669247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:12.669281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:12.793302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:12.793463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:12.793512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:12.793612] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:12.797066] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-12T20:22:12.797364] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-12T20:22:12.797492] [INFO ] [sig       ] FELE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:12.939001] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FELE.txt
[2025-12-12T20:22:12.939156] [INFO ] [sig       ] [1220/3596] Completed FELE in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:12.939195] [INFO ] [sig       ] [1221/3596] Forecasting FEM...
[2025-12-12T20:22:12.939226] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-12T20:22:12.939257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-12T20:22:12.952002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-12T20:22:12.952406] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-12T20:22:12.953257] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-12T20:22:12.953312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:12.953347] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:12.953375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:12.953432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:13.011952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:13.012845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:13.012932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:13.012966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:13.134849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:13.135008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:13.135050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:13.135079] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:13.138515] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-12T20:22:13.138838] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-12T20:22:13.138969] [INFO ] [sig       ] FEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:13.279288] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FEM.txt
[2025-12-12T20:22:13.279448] [INFO ] [sig       ] [1221/3596] Completed FEM in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:13.279487] [INFO ] [sig       ] [1222/3596] Forecasting FEMB...
[2025-12-12T20:22:13.279517] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-12T20:22:13.279548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-12T20:22:13.290723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-12T20:22:13.291035] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-12T20:22:13.291948] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-12T20:22:13.292014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:13.292060] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:13.292101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:13.292183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:13.349468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:13.350167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:13.350263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:13.350308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:13.470596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:13.470749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:13.470789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:13.470819] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:13.474153] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-12T20:22:13.474425] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-12T20:22:13.474549] [INFO ] [sig       ] FEMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:13.615058] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FEMB.txt
[2025-12-12T20:22:13.615201] [INFO ] [sig       ] [1222/3596] Completed FEMB in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:13.615240] [INFO ] [sig       ] [1223/3596] Forecasting FEMS...
[2025-12-12T20:22:13.615270] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-12T20:22:13.615302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-12T20:22:13.626272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-12T20:22:13.626560] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-12T20:22:13.627368] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-12T20:22:13.627422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:13.627456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:13.627484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:13.627542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:13.686855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:13.687661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:13.687746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:13.687779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:13.816025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:13.816202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:13.816245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:13.816275] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:13.819932] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-12T20:22:13.820215] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-12T20:22:13.820341] [INFO ] [sig       ] FEMS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:13.967255] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FEMS.txt
[2025-12-12T20:22:13.967430] [INFO ] [sig       ] [1223/3596] Completed FEMS in 0.4s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:13.967471] [INFO ] [sig       ] [1224/3596] Forecasting FEP...
[2025-12-12T20:22:13.967509] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-12T20:22:13.967540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-12T20:22:13.980003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-12T20:22:13.980418] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-12T20:22:13.981321] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-12T20:22:13.981377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:13.981410] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:13.981438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:13.981495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:14.044805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:14.045694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:14.045779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:14.045813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:14.167074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:14.167226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:14.167268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:14.167297] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:14.170822] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-12T20:22:14.171130] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-12T20:22:14.171265] [INFO ] [sig       ] FEP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:14.327889] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FEP.txt
[2025-12-12T20:22:14.328028] [INFO ] [sig       ] [1224/3596] Completed FEP in 0.4s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:14.328067] [INFO ] [sig       ] [1225/3596] Forecasting FEPI...
[2025-12-12T20:22:14.328097] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-12T20:22:14.328127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-12T20:22:14.340094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-12T20:22:14.340422] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-12T20:22:14.341273] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-12T20:22:14.341327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:14.341359] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:14.341386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:14.341442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:14.400208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:14.400889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:14.400966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:14.400997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:14.520312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:14.520441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:14.520479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:14.520506] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:14.523835] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-12T20:22:14.524104] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-12T20:22:14.524225] [INFO ] [sig       ] FEPI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:14.663708] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FEPI.txt
[2025-12-12T20:22:14.663827] [INFO ] [sig       ] [1225/3596] Completed FEPI in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:14.663864] [INFO ] [sig       ] [1226/3596] Forecasting FERG...
[2025-12-12T20:22:14.663891] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-12T20:22:14.663921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-12T20:22:14.681519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-12T20:22:14.681874] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-12T20:22:14.682673] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-12T20:22:14.682725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:14.682756] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:14.682781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:14.682840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:14.741610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:14.742493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:14.742592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:14.742626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:14.866504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:14.866680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:14.866719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:14.866746] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:14.870043] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-12T20:22:14.870311] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-12T20:22:14.870432] [INFO ] [sig       ] FERG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:15.011479] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FERG.txt
[2025-12-12T20:22:15.011653] [INFO ] [sig       ] [1226/3596] Completed FERG in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:15.011696] [INFO ] [sig       ] [1227/3596] Forecasting FEX...
[2025-12-12T20:22:15.011726] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-12T20:22:15.011756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-12T20:22:15.024464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-12T20:22:15.024874] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-12T20:22:15.025667] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-12T20:22:15.025718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:15.025751] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:15.025777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:15.025840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:15.087237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:15.088130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:15.088245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:15.088280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:15.200400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:15.200559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:15.200621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:15.200668] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:15.204095] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-12T20:22:15.204402] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-12T20:22:15.204533] [INFO ] [sig       ] FEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:15.352434] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FEX.txt
[2025-12-12T20:22:15.352612] [INFO ] [sig       ] [1227/3596] Completed FEX in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:15.352653] [INFO ] [sig       ] [1228/3596] Forecasting FF...
[2025-12-12T20:22:15.352683] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-12T20:22:15.352713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-12T20:22:15.365307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-12T20:22:15.365705] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-12T20:22:15.366949] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-12T20:22:15.367001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:15.367033] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:15.367059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:15.367116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:15.433850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:15.434738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:15.434817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:15.434849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:15.554718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:15.554871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:15.554911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:15.554939] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:15.558273] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-12T20:22:15.558542] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-12T20:22:15.558680] [INFO ] [sig       ] FF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:15.701121] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FF.txt
[2025-12-12T20:22:15.701263] [INFO ] [sig       ] [1228/3596] Completed FF in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:15.701301] [INFO ] [sig       ] [1229/3596] Forecasting FFA...
[2025-12-12T20:22:15.701329] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-12T20:22:15.701361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-12T20:22:15.712820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-12T20:22:15.713140] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-12T20:22:15.713922] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-12T20:22:15.713973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:15.714003] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:15.714029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:15.714085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:15.771065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:15.771830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:15.771910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:15.771941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:15.888999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:15.889157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:15.889210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:15.889249] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:15.893004] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=70.35%)
[2025-12-12T20:22:15.893285] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-12T20:22:15.893429] [INFO ] [sig       ] FFA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:16.034968] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FFA.txt
[2025-12-12T20:22:16.035142] [INFO ] [sig       ] [1229/3596] Completed FFA in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:16.035209] [INFO ] [sig       ] [1230/3596] Forecasting FFBC...
[2025-12-12T20:22:16.035246] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-12T20:22:16.035278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-12T20:22:16.046545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-12T20:22:16.046934] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-12T20:22:16.047812] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-12T20:22:16.047867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:16.047900] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:16.047926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:16.047982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:16.105424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:16.106306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:16.106387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:16.106421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:16.223835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:16.223991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:16.224028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:16.224058] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:16.227409] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-12T20:22:16.227720] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-12T20:22:16.227849] [INFO ] [sig       ] FFBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:16.367562] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FFBC.txt
[2025-12-12T20:22:16.367860] [INFO ] [sig       ] [1230/3596] Completed FFBC in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:16.367901] [INFO ] [sig       ] [1231/3596] Forecasting FFC...
[2025-12-12T20:22:16.367930] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-12T20:22:16.367962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-12T20:22:16.380013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-12T20:22:16.380380] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-12T20:22:16.381530] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-12T20:22:16.381601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:16.381636] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:16.381663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:16.381734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:16.443505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:16.444468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:16.444556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:16.444611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:16.566508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:16.566678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:16.566719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:16.566748] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:16.570163] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-12T20:22:16.570449] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-12T20:22:16.570595] [INFO ] [sig       ] FFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:16.715514] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FFC.txt
[2025-12-12T20:22:16.715690] [INFO ] [sig       ] [1231/3596] Completed FFC in 0.3s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:16.715730] [INFO ] [sig       ] [1232/3596] Forecasting FFIC...
[2025-12-12T20:22:16.715759] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-12T20:22:16.715790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-12T20:22:16.727563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-12T20:22:16.727929] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-12T20:22:16.728710] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-12T20:22:16.728761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:16.728792] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:16.728818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:16.728873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:16.789106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:16.789807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:16.789886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:16.789918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:16.912809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:16.913163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:16.913202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:16.913229] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:16.917030] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-12-12T20:22:16.917330] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-12T20:22:16.917466] [INFO ] [sig       ] FFIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:17.078957] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FFIC.txt
[2025-12-12T20:22:17.079192] [INFO ] [sig       ] [1232/3596] Completed FFIC in 0.4s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:17.079260] [INFO ] [sig       ] [1233/3596] Forecasting FFIN...
[2025-12-12T20:22:17.079312] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-12T20:22:17.079365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-12T20:22:17.093114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-12T20:22:17.093566] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-12T20:22:17.094564] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-12T20:22:17.094672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:17.094719] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:17.094759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:17.094838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:17.171645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:17.172816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:17.172931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:17.172969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:17.322921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:17.323082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:17.323122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:17.323152] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:17.327236] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-12T20:22:17.327612] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-12T20:22:17.327771] [INFO ] [sig       ] FFIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:17.505833] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FFIN.txt
[2025-12-12T20:22:17.506052] [INFO ] [sig       ] [1233/3596] Completed FFIN in 0.4s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:17.506100] [INFO ] [sig       ] [1234/3596] Forecasting FFWM...
[2025-12-12T20:22:17.506136] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-12T20:22:17.506174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-12T20:22:17.528339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-12T20:22:17.531708] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-12T20:22:17.533331] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-12T20:22:17.533422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:17.533514] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:17.533563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:17.533708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:17.617606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:17.618678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:17.618779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:17.618817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:17.771599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:17.771794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:17.771842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:17.771876] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:17.776450] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-12T20:22:17.776913] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-12T20:22:17.777086] [INFO ] [sig       ] FFWM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:17.952718] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FFWM.txt
[2025-12-12T20:22:17.952890] [INFO ] [sig       ] [1234/3596] Completed FFWM in 0.4s | 2.84 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-12T20:22:17.952931] [INFO ] [sig       ] [1235/3596] Forecasting FG...
[2025-12-12T20:22:17.952962] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-12T20:22:17.952992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-12T20:22:17.971291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-12T20:22:17.971989] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-12T20:22:17.973551] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-12T20:22:17.973853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:17.973907] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:17.973945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:17.974051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:18.064526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:18.066027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:18.066166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:18.066225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:18.226548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:18.226755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:18.226816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:18.226862] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:18.232234] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-12T20:22:18.232777] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-12T20:22:18.232973] [INFO ] [sig       ] FG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:18.457972] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FG.txt
[2025-12-12T20:22:18.458180] [INFO ] [sig       ] [1235/3596] Completed FG in 0.5s | 2.84 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-12T20:22:18.458313] [INFO ] [sig       ] [1236/3596] Forecasting FGEN...
[2025-12-12T20:22:18.458358] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-12T20:22:18.458392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-12T20:22:18.471072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-12T20:22:18.471430] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-12T20:22:18.472387] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-12T20:22:18.472448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:18.472488] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:18.472520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:18.472609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:18.534698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:18.535564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:18.535672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:18.535707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:18.662147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:18.662299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:18.662339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:18.662367] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:18.666128] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-12-12T20:22:18.666402] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-12T20:22:18.666527] [INFO ] [sig       ] FGEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:18.808235] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FGEN.txt
[2025-12-12T20:22:18.808360] [INFO ] [sig       ] [1236/3596] Completed FGEN in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:18.808398] [INFO ] [sig       ] [1237/3596] Forecasting FHB...
[2025-12-12T20:22:18.808427] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-12T20:22:18.808456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-12T20:22:18.820711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-12T20:22:18.820981] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-12T20:22:18.821778] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-12T20:22:18.821837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:18.821869] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:18.821895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:18.821949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:18.880434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:18.881044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:18.881121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:18.881152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:18.999451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:18.999587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:18.999625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:18.999698] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:19.003137] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-12T20:22:19.003411] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-12T20:22:19.003530] [INFO ] [sig       ] FHB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:19.146654] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FHB.txt
[2025-12-12T20:22:19.146779] [INFO ] [sig       ] [1237/3596] Completed FHB in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:19.146816] [INFO ] [sig       ] [1238/3596] Forecasting FHI...
[2025-12-12T20:22:19.146845] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-12T20:22:19.146875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-12T20:22:19.158366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-12T20:22:19.158629] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-12T20:22:19.159411] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-12T20:22:19.159461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:19.159492] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:19.159518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:19.159594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:19.216818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:19.217399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:19.217474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:19.217505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:19.358524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:19.358701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:19.358745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:19.358773] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:19.362356] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-12-12T20:22:19.362692] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-12T20:22:19.362852] [INFO ] [sig       ] FHI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:19.520764] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FHI.txt
[2025-12-12T20:22:19.520954] [INFO ] [sig       ] [1238/3596] Completed FHI in 0.4s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:19.521004] [INFO ] [sig       ] [1239/3596] Forecasting FHN...
[2025-12-12T20:22:19.521036] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-12T20:22:19.521067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-12T20:22:19.533992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-12T20:22:19.534347] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-12T20:22:19.535139] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-12T20:22:19.535190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:19.535221] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:19.535247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:19.535302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:19.592656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:19.593339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:19.593413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:19.593444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:19.715398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:19.715548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:19.715603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:19.715633] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:19.718891] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-12T20:22:19.719162] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-12T20:22:19.719283] [INFO ] [sig       ] FHN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:19.869239] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FHN.txt
[2025-12-12T20:22:19.869418] [INFO ] [sig       ] [1239/3596] Completed FHN in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:19.869458] [INFO ] [sig       ] [1240/3596] Forecasting FHTX...
[2025-12-12T20:22:19.869489] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-12T20:22:19.869523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-12T20:22:19.882197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-12T20:22:19.882482] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-12T20:22:19.883263] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-12T20:22:19.883325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:19.883362] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:19.883393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:19.883461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:19.942419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:19.943433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:19.943515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:19.943547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:20.063420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:20.063562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:20.063636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:20.063665] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:20.067128] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-12-12T20:22:20.067397] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-12T20:22:20.067513] [INFO ] [sig       ] FHTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:20.215838] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FHTX.txt
[2025-12-12T20:22:20.216169] [INFO ] [sig       ] [1240/3596] Completed FHTX in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:20.216209] [INFO ] [sig       ] [1241/3596] Forecasting FIBK...
[2025-12-12T20:22:20.216239] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-12T20:22:20.216271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-12T20:22:20.229112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-12T20:22:20.229395] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-12T20:22:20.230238] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-12T20:22:20.230291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:20.230323] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:20.230351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:20.230408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:20.293104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:20.293938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:20.294018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:20.294051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:20.414298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:20.414452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:20.414490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:20.414519] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:20.417882] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-12-12T20:22:20.418153] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-12T20:22:20.418270] [INFO ] [sig       ] FIBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:20.567672] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FIBK.txt
[2025-12-12T20:22:20.567859] [INFO ] [sig       ] [1241/3596] Completed FIBK in 0.4s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:20.567903] [INFO ] [sig       ] [1242/3596] Forecasting FICO...
[2025-12-12T20:22:20.567933] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-12T20:22:20.567963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-12T20:22:20.579348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-12T20:22:20.579700] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-12T20:22:20.580534] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-12T20:22:20.580617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:20.580656] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:20.580688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:20.580759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:20.646763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:20.647858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:20.647938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:20.647971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:20.771222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:20.771567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:20.771622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:20.771651] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:20.774936] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=38.73%)
[2025-12-12T20:22:20.775210] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-12T20:22:20.775334] [INFO ] [sig       ] FICO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:20.915256] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FICO.txt
[2025-12-12T20:22:20.915391] [INFO ] [sig       ] [1242/3596] Completed FICO in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:20.915429] [INFO ] [sig       ] [1243/3596] Forecasting FICS...
[2025-12-12T20:22:20.915458] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-12T20:22:20.915487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-12T20:22:20.926674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-12T20:22:20.926981] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-12T20:22:20.927748] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-12T20:22:20.927798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:20.927828] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:20.927854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:20.927909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:20.986754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:20.987526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:20.987622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:20.987656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:21.112671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:21.112816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:21.112854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:21.112882] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:21.116310] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-12T20:22:21.116596] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-12T20:22:21.116715] [INFO ] [sig       ] FICS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:21.273753] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FICS.txt
[2025-12-12T20:22:21.273911] [INFO ] [sig       ] [1243/3596] Completed FICS in 0.4s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:21.273950] [INFO ] [sig       ] [1244/3596] Forecasting FID...
[2025-12-12T20:22:21.273978] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-12T20:22:21.274010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-12T20:22:21.285278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-12T20:22:21.285661] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-12T20:22:21.286451] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-12T20:22:21.286504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:21.286550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:21.286600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:21.286661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:21.345263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:21.346306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:21.346425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:21.346460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:21.467863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:21.468012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:21.468055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:21.468083] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:21.471436] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-12T20:22:21.471730] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-12T20:22:21.471849] [INFO ] [sig       ] FID: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:21.624224] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FID.txt
[2025-12-12T20:22:21.624382] [INFO ] [sig       ] [1244/3596] Completed FID in 0.4s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:21.624419] [INFO ] [sig       ] [1245/3596] Forecasting FIGS...
[2025-12-12T20:22:21.624448] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-12T20:22:21.624478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-12T20:22:21.635278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-12T20:22:21.635640] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-12T20:22:21.636406] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-12T20:22:21.636456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:21.636488] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:21.636513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:21.636587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:21.695934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:21.696896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:21.696974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:21.697006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:21.821516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:21.821683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:21.821726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:21.821754] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:21.825141] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-12T20:22:21.825423] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-12T20:22:21.825549] [INFO ] [sig       ] FIGS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:21.969249] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FIGS.txt
[2025-12-12T20:22:21.969396] [INFO ] [sig       ] [1245/3596] Completed FIGS in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:21.969435] [INFO ] [sig       ] [1246/3596] Forecasting FIHL...
[2025-12-12T20:22:21.969465] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-12T20:22:21.969494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-12T20:22:21.981689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-12T20:22:21.982002] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-12T20:22:21.982766] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-12T20:22:21.982816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:21.982847] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:21.982873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:21.982927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:22.043445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:22.044424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:22.044503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:22.044536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:22.163305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:22.163455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:22.163493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:22.163521] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:22.166776] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-12T20:22:22.167048] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-12T20:22:22.167166] [INFO ] [sig       ] FIHL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:22.304504] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FIHL.txt
[2025-12-12T20:22:22.304648] [INFO ] [sig       ] [1246/3596] Completed FIHL in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:22.304687] [INFO ] [sig       ] [1247/3596] Forecasting FINS...
[2025-12-12T20:22:22.304716] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-12T20:22:22.304745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-12T20:22:22.318515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-12T20:22:22.319024] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-12T20:22:22.319924] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-12T20:22:22.319978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:22.320011] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:22.320038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:22.320094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:22.380543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:22.381707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:22.381799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:22.381830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:22.499749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:22.499905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:22.499946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:22.499975] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:22.503418] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-12-12T20:22:22.503735] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-12T20:22:22.503870] [INFO ] [sig       ] FINS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:22.640698] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FINS.txt
[2025-12-12T20:22:22.640864] [INFO ] [sig       ] [1247/3596] Completed FINS in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:22.640910] [INFO ] [sig       ] [1248/3596] Forecasting FINX...
[2025-12-12T20:22:22.640941] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-12T20:22:22.640972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-12T20:22:22.652027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-12T20:22:22.652311] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-12T20:22:22.653136] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-12T20:22:22.653187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:22.653218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:22.653243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:22.653298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:22.713176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:22.713893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:22.713983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:22.714014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:22.829785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:22.829897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:22.829934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:22.829961] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:22.833166] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-12T20:22:22.833439] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-12T20:22:22.833560] [INFO ] [sig       ] FINX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:22.970412] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FINX.txt
[2025-12-12T20:22:22.970537] [INFO ] [sig       ] [1248/3596] Completed FINX in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:22.970590] [INFO ] [sig       ] [1249/3596] Forecasting FIP...
[2025-12-12T20:22:22.970621] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-12T20:22:22.970651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-12T20:22:22.982163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-12T20:22:22.982423] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-12T20:22:22.983191] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-12T20:22:22.983242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:22.983273] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:22.983299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:22.983354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:23.039912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:23.040509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:23.040600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:23.040634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:23.157995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:23.158104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:23.158138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:23.158164] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:23.161741] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-12-12T20:22:23.162019] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-12T20:22:23.162160] [INFO ] [sig       ] FIP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:23.299889] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FIP.txt
[2025-12-12T20:22:23.300025] [INFO ] [sig       ] [1249/3596] Completed FIP in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:23.300062] [INFO ] [sig       ] [1250/3596] Forecasting FIS...
[2025-12-12T20:22:23.300091] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-12T20:22:23.300120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-12T20:22:23.312430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-12T20:22:23.312881] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-12T20:22:23.313708] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-12T20:22:23.313759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:23.313790] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:23.313816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:23.313873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:23.375724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:23.376722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:23.376812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:23.376844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:23.506164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:23.506352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:23.506397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:23.506427] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:23.510766] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-12-12T20:22:23.511298] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-12T20:22:23.511454] [INFO ] [sig       ] FIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:23.687012] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FIS.txt
[2025-12-12T20:22:23.687203] [INFO ] [sig       ] [1250/3596] Completed FIS in 0.4s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:23.687243] [INFO ] [sig       ] [1251/3596] Forecasting FISI...
[2025-12-12T20:22:23.687272] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-12T20:22:23.687302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-12T20:22:23.699446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-12T20:22:23.699948] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-12T20:22:23.700786] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-12T20:22:23.700848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:23.700919] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:23.700950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:23.701012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:23.762291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:23.763638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:23.763750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:23.763791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:23.900484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:23.900684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:23.900741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:23.900792] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:23.904450] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=67.71%)
[2025-12-12T20:22:23.904797] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-12T20:22:23.904950] [INFO ] [sig       ] FISI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:24.071782] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FISI.txt
[2025-12-12T20:22:24.071975] [INFO ] [sig       ] [1251/3596] Completed FISI in 0.4s | 2.84 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-12T20:22:24.072015] [INFO ] [sig       ] [1252/3596] Forecasting FITB...
[2025-12-12T20:22:24.072243] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-12T20:22:24.072276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-12T20:22:24.084530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-12T20:22:24.084887] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-12T20:22:24.085670] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-12T20:22:24.085721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:24.085752] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:24.085778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:24.085836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:24.143180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:24.144242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:24.144330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:24.144361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:24.266198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:24.266349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:24.266387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:24.266416] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:24.269920] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-12T20:22:24.270193] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-12T20:22:24.270315] [INFO ] [sig       ] FITB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:24.411298] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FITB.txt
[2025-12-12T20:22:24.411436] [INFO ] [sig       ] [1252/3596] Completed FITB in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-12T20:22:24.411473] [INFO ] [sig       ] [1253/3596] Forecasting FITBI...
[2025-12-12T20:22:24.411502] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-12T20:22:24.411531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-12T20:22:24.423919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-12T20:22:24.424552] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-12T20:22:24.425588] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-12T20:22:24.425640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:24.425671] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:24.425697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:24.425751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:24.483795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:24.484747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:24.484850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:24.484883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:24.605632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:24.605796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:24.605841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:24.605875] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:24.609241] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-12-12T20:22:24.609538] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-12T20:22:24.609707] [INFO ] [sig       ] FITBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:24.754340] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FITBI.txt
[2025-12-12T20:22:24.754481] [INFO ] [sig       ] [1253/3596] Completed FITBI in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-12T20:22:24.754519] [INFO ] [sig       ] [1254/3596] Forecasting FITBO...
[2025-12-12T20:22:24.754549] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-12T20:22:24.754598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-12T20:22:24.766613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-12T20:22:24.766986] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-12T20:22:24.767789] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-12T20:22:24.767853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:24.767891] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:24.767924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:24.767984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:24.827373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:24.828264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:24.828347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:24.828381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:24.950876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:24.951030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:24.951068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:24.951126] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:24.955629] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-12T20:22:24.955926] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-12T20:22:24.956055] [INFO ] [sig       ] FITBO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:25.101049] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FITBO.txt
[2025-12-12T20:22:25.101203] [INFO ] [sig       ] [1254/3596] Completed FITBO in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:25.101243] [INFO ] [sig       ] [1255/3596] Forecasting FIVE...
[2025-12-12T20:22:25.101274] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-12T20:22:25.101305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-12T20:22:25.112401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-12T20:22:25.112761] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-12T20:22:25.113625] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-12T20:22:25.113678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:25.113730] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:25.113759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:25.113816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:25.175429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:25.176202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:25.176281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:25.176314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:25.306295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:25.306436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:25.306474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:25.306502] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:25.310041] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-12T20:22:25.310310] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-12T20:22:25.310432] [INFO ] [sig       ] FIVE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:25.449869] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FIVE.txt
[2025-12-12T20:22:25.450028] [INFO ] [sig       ] [1255/3596] Completed FIVE in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:25.450067] [INFO ] [sig       ] [1256/3596] Forecasting FIVN...
[2025-12-12T20:22:25.450097] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-12T20:22:25.450128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-12T20:22:25.461477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-12T20:22:25.461804] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-12T20:22:25.462631] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-12T20:22:25.462682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:25.462713] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:25.462739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:25.462795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:25.519071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:25.519739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:25.519817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:25.519848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:25.640736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:25.640891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:25.640936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:25.640972] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:25.644290] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-12T20:22:25.644558] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-12T20:22:25.644695] [INFO ] [sig       ] FIVN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:25.785733] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FIVN.txt
[2025-12-12T20:22:25.785913] [INFO ] [sig       ] [1256/3596] Completed FIVN in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:25.785966] [INFO ] [sig       ] [1257/3596] Forecasting FIX...
[2025-12-12T20:22:25.785996] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-12T20:22:25.786031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-12T20:22:25.797673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-12T20:22:25.797990] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-12T20:22:25.798788] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-12T20:22:25.798850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:25.798888] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:25.798920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:25.798986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:25.856246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:25.856890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:25.856966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:25.856998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:25.977186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:25.977337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:25.977374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:25.977402] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:25.980711] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-12T20:22:25.980983] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-12T20:22:25.981100] [INFO ] [sig       ] FIX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:26.119885] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FIX.txt
[2025-12-12T20:22:26.120020] [INFO ] [sig       ] [1257/3596] Completed FIX in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:26.120058] [INFO ] [sig       ] [1258/3596] Forecasting FIXD...
[2025-12-12T20:22:26.120086] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-12T20:22:26.120115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-12T20:22:26.131125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-12T20:22:26.131435] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-12T20:22:26.132288] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-12T20:22:26.132341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:26.132373] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:26.132400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:26.132457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:26.190128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:26.190791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:26.190869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:26.190902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:26.311037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:26.311162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:26.311200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:26.311228] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:26.314530] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=70.53%)
[2025-12-12T20:22:26.314836] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-12T20:22:26.314962] [INFO ] [sig       ] FIXD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:26.453669] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FIXD.txt
[2025-12-12T20:22:26.453804] [INFO ] [sig       ] [1258/3596] Completed FIXD in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:26.453841] [INFO ] [sig       ] [1259/3596] Forecasting FIZZ...
[2025-12-12T20:22:26.453876] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-12T20:22:26.453909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-12T20:22:26.465194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-12T20:22:26.465493] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-12T20:22:26.466295] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-12T20:22:26.466349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:26.466381] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:26.466408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:26.466465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:26.523570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:26.524269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:26.524344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:26.524375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:26.649366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:26.649562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:26.649628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:26.649679] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:26.653617] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2025-12-12T20:22:26.653904] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-12T20:22:26.654027] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:26.796755] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FIZZ.txt
[2025-12-12T20:22:26.796905] [INFO ] [sig       ] [1259/3596] Completed FIZZ in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:26.796943] [INFO ] [sig       ] [1260/3596] Forecasting FJP...
[2025-12-12T20:22:26.796972] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-12T20:22:26.797002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-12T20:22:26.808457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-12T20:22:26.808842] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-12T20:22:26.809693] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-12T20:22:26.809745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:26.809777] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:26.809805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:26.809889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:26.869882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:26.870624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:26.870703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:26.870735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:26.981178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:26.981333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:26.981371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:26.981399] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:26.984693] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=54.00%)
[2025-12-12T20:22:26.984977] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-12T20:22:26.985099] [INFO ] [sig       ] FJP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:27.121652] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FJP.txt
[2025-12-12T20:22:27.121793] [INFO ] [sig       ] [1260/3596] Completed FJP in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:27.121833] [INFO ] [sig       ] [1261/3596] Forecasting FLEX...
[2025-12-12T20:22:27.121868] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-12T20:22:27.121905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-12T20:22:27.133164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-12T20:22:27.133484] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-12T20:22:27.134256] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-12T20:22:27.134307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:27.134337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:27.134363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:27.134417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:27.190858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:27.191540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:27.191656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:27.191690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:27.309830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:27.309954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:27.309993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:27.310022] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:27.313300] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=66.36%)
[2025-12-12T20:22:27.313564] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-12T20:22:27.313700] [INFO ] [sig       ] FLEX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:27.451129] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FLEX.txt
[2025-12-12T20:22:27.451265] [INFO ] [sig       ] [1261/3596] Completed FLEX in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:27.451304] [INFO ] [sig       ] [1262/3596] Forecasting FLGC...
[2025-12-12T20:22:27.451334] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-12T20:22:27.451364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-12T20:22:27.462504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-12T20:22:27.462842] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-12T20:22:27.463690] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-12T20:22:27.463741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:27.463772] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:27.463797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:27.463852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:27.521222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:27.521945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:27.522035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:27.522067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:27.634825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:27.634973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:27.635024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:27.635072] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:27.638312] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-12T20:22:27.638602] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-12T20:22:27.638723] [INFO ] [sig       ] FLGC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:27.790888] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FLGC.txt
[2025-12-12T20:22:27.791048] [INFO ] [sig       ] [1262/3596] Completed FLGC in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:27.791087] [INFO ] [sig       ] [1263/3596] Forecasting FLL...
[2025-12-12T20:22:27.791115] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-12T20:22:27.791146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-12T20:22:27.802315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-12T20:22:27.802618] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-12T20:22:27.803371] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-12T20:22:27.803421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:27.803451] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:27.803476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:27.803530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:27.860906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:27.861603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:27.861680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:27.861712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:27.982490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:27.982703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:27.982753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:27.982788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:27.986700] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-12T20:22:27.987012] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-12T20:22:27.987143] [INFO ] [sig       ] FLL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:28.142275] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FLL.txt
[2025-12-12T20:22:28.142432] [INFO ] [sig       ] [1263/3596] Completed FLL in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:28.142470] [INFO ] [sig       ] [1264/3596] Forecasting FLNC...
[2025-12-12T20:22:28.142499] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-12T20:22:28.142528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-12T20:22:28.153848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-12T20:22:28.154148] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-12T20:22:28.154945] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-12T20:22:28.154996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:28.155026] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:28.155052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:28.155107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:28.212499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:28.213342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:28.213420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:28.213467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:28.331729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:28.331883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:28.331921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:28.331949] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:28.335218] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-12T20:22:28.335489] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-12T20:22:28.335656] [INFO ] [sig       ] FLNC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:28.487869] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FLNC.txt
[2025-12-12T20:22:28.488093] [INFO ] [sig       ] [1264/3596] Completed FLNC in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:28.488132] [INFO ] [sig       ] [1265/3596] Forecasting FLNG...
[2025-12-12T20:22:28.488162] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-12T20:22:28.488193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-12T20:22:28.499152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-12T20:22:28.499470] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-12T20:22:28.500273] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-12T20:22:28.500324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:28.500356] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:28.500382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:28.500437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:28.557518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:28.558371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:28.558455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:28.558488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:28.680809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:28.680989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:28.681044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:28.681080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:28.684755] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-12T20:22:28.685101] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-12T20:22:28.685235] [INFO ] [sig       ] FLNG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:28.844859] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FLNG.txt
[2025-12-12T20:22:28.845028] [INFO ] [sig       ] [1265/3596] Completed FLNG in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:28.845071] [INFO ] [sig       ] [1266/3596] Forecasting FLO...
[2025-12-12T20:22:28.845102] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-12T20:22:28.845145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-12T20:22:28.856905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-12T20:22:28.857286] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-12T20:22:28.858108] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-12T20:22:28.858160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:28.858192] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:28.858221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:28.858289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:28.917558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:28.918443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:28.918528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:28.918562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:29.041675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:29.041827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:29.041869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:29.041899] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:29.045888] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2025-12-12T20:22:29.046193] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-12T20:22:29.046315] [INFO ] [sig       ] FLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:29.205589] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FLO.txt
[2025-12-12T20:22:29.205749] [INFO ] [sig       ] [1266/3596] Completed FLO in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:29.205788] [INFO ] [sig       ] [1267/3596] Forecasting FLS...
[2025-12-12T20:22:29.205817] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-12T20:22:29.205849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-12T20:22:29.217389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-12T20:22:29.217774] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-12T20:22:29.218558] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-12T20:22:29.218627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:29.218660] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:29.218687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:29.218744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:29.277409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:29.278251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:29.278334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:29.278366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:29.403586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:29.403761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:29.403806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:29.403837] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:29.407350] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-12-12T20:22:29.407658] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-12T20:22:29.407787] [INFO ] [sig       ] FLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:29.568300] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FLS.txt
[2025-12-12T20:22:29.568454] [INFO ] [sig       ] [1267/3596] Completed FLS in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:29.568494] [INFO ] [sig       ] [1268/3596] Forecasting FLUX...
[2025-12-12T20:22:29.568523] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-12T20:22:29.568561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-12T20:22:29.580303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-12T20:22:29.580655] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-12T20:22:29.581654] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-12T20:22:29.581715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:29.581773] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:29.581801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:29.581859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:29.644370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:29.645435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:29.645530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:29.645564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:29.767851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:29.768010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:29.768058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:29.768090] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:29.771548] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2025-12-12T20:22:29.771842] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-12T20:22:29.771978] [INFO ] [sig       ] FLUX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:29.929898] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FLUX.txt
[2025-12-12T20:22:29.930056] [INFO ] [sig       ] [1268/3596] Completed FLUX in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-12T20:22:29.930095] [INFO ] [sig       ] [1269/3596] Forecasting FLWS...
[2025-12-12T20:22:29.930123] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-12T20:22:29.930154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-12T20:22:29.941499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-12T20:22:29.941825] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-12T20:22:29.942624] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-12T20:22:29.942676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:29.942708] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:29.942735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:29.942793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:30.000417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:30.001294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:30.001375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:30.001408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:30.122293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:30.122457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:30.122500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:30.122530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:30.126166] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-12-12T20:22:30.126462] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-12T20:22:30.126607] [INFO ] [sig       ] FLWS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:30.279498] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FLWS.txt
[2025-12-12T20:22:30.279685] [INFO ] [sig       ] [1269/3596] Completed FLWS in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-12T20:22:30.279940] [INFO ] [sig       ] [1270/3596] Forecasting FLXS...
[2025-12-12T20:22:30.280030] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-12T20:22:30.280069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-12T20:22:30.293394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-12T20:22:30.293763] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-12T20:22:30.294639] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-12T20:22:30.294703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:30.294747] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:30.294785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:30.294863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:30.364476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:30.365375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:30.365458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:30.365490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:30.489629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:30.489798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:30.489839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:30.489867] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:30.493745] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-12T20:22:30.494045] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-12T20:22:30.494174] [INFO ] [sig       ] FLXS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:30.639524] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FLXS.txt
[2025-12-12T20:22:30.639748] [INFO ] [sig       ] [1270/3596] Completed FLXS in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-12T20:22:30.639792] [INFO ] [sig       ] [1271/3596] Forecasting FLYE...
[2025-12-12T20:22:30.639820] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-12T20:22:30.639851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-12T20:22:30.652682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-12T20:22:30.653094] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-12T20:22:30.653896] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-12T20:22:30.653948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:30.653979] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:30.654005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:30.654060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:30.714866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:30.715796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:30.715907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:30.715940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:30.854373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:30.854526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:30.854567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:30.854650] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:30.858000] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2025-12-12T20:22:30.858270] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-12T20:22:30.858389] [INFO ] [sig       ] FLYE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:30.999404] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FLYE.txt
[2025-12-12T20:22:30.999565] [INFO ] [sig       ] [1271/3596] Completed FLYE in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:30.999625] [INFO ] [sig       ] [1272/3596] Forecasting FMAO...
[2025-12-12T20:22:30.999654] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-12T20:22:30.999711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-12T20:22:31.011802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-12T20:22:31.012184] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-12T20:22:31.012978] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-12T20:22:31.013030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:31.013061] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:31.013087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:31.013141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:31.070123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:31.071017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:31.071287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:31.071319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:31.184620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:31.184770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:31.184808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:31.184836] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:31.188499] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-12T20:22:31.188973] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-12T20:22:31.189092] [INFO ] [sig       ] FMAO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:31.334735] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FMAO.txt
[2025-12-12T20:22:31.334890] [INFO ] [sig       ] [1272/3596] Completed FMAO in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:31.334930] [INFO ] [sig       ] [1273/3596] Forecasting FMB...
[2025-12-12T20:22:31.334959] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-12T20:22:31.334995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-12T20:22:31.347426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-12T20:22:31.347771] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-12T20:22:31.348805] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-12T20:22:31.348855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:31.348886] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:31.348912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:31.348967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:31.406563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:31.407472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:31.407557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:31.407610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:31.529832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:31.529994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:31.530031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:31.530059] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:31.533407] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2025-12-12T20:22:31.533713] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-12T20:22:31.533831] [INFO ] [sig       ] FMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:31.670290] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FMB.txt
[2025-12-12T20:22:31.670421] [INFO ] [sig       ] [1273/3596] Completed FMB in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:31.670459] [INFO ] [sig       ] [1274/3596] Forecasting FMBH...
[2025-12-12T20:22:31.670488] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-12T20:22:31.670518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-12T20:22:31.682802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-12T20:22:31.683119] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-12T20:22:31.683906] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-12T20:22:31.683960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:31.683998] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:31.684028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:31.684094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:31.741381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:31.742304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:31.742389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:31.742421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:31.868394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:31.868559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:31.868616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:31.868646] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:31.872147] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-12-12T20:22:31.872417] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-12T20:22:31.872537] [INFO ] [sig       ] FMBH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:32.019898] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FMBH.txt
[2025-12-12T20:22:32.020064] [INFO ] [sig       ] [1274/3596] Completed FMBH in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:32.020102] [INFO ] [sig       ] [1275/3596] Forecasting FMC...
[2025-12-12T20:22:32.020132] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-12T20:22:32.020164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-12T20:22:32.032045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-12T20:22:32.032640] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-12T20:22:32.033401] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-12T20:22:32.033461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:32.033499] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:32.033531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:32.033625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:32.092539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:32.093405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:32.093484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:32.093517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:32.218827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:32.219003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:32.219041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:32.219070] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:32.222347] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-12T20:22:32.222631] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-12T20:22:32.222748] [INFO ] [sig       ] FMC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:32.360129] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FMC.txt
[2025-12-12T20:22:32.360259] [INFO ] [sig       ] [1275/3596] Completed FMC in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:32.360296] [INFO ] [sig       ] [1276/3596] Forecasting FMHI...
[2025-12-12T20:22:32.360326] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-12T20:22:32.360355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-12T20:22:32.373036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-12T20:22:32.373644] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-12T20:22:32.374703] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-12T20:22:32.374755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:32.374786] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:32.374811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:32.374865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:32.435697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:32.436784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:32.436870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:32.436903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:32.564355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:32.564520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:32.564560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:32.564608] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:32.568336] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-12-12T20:22:32.568708] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-12T20:22:32.568874] [INFO ] [sig       ] FMHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:32.710392] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FMHI.txt
[2025-12-12T20:22:32.710537] [INFO ] [sig       ] [1276/3596] Completed FMHI in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:32.710594] [INFO ] [sig       ] [1277/3596] Forecasting FMN...
[2025-12-12T20:22:32.710625] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-12T20:22:32.710657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-12T20:22:32.723204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-12T20:22:32.723518] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-12T20:22:32.724299] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-12T20:22:32.724352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:32.724384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:32.724412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:32.724470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:32.788089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:32.789008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:32.789093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:32.789125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:32.905873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:32.906025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:32.906064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:32.906092] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:32.909388] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-12T20:22:32.909701] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-12T20:22:32.909827] [INFO ] [sig       ] FMN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:33.046246] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FMN.txt
[2025-12-12T20:22:33.046380] [INFO ] [sig       ] [1277/3596] Completed FMN in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:33.046416] [INFO ] [sig       ] [1278/3596] Forecasting FMNB...
[2025-12-12T20:22:33.046445] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-12T20:22:33.046475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-12T20:22:33.058543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-12T20:22:33.058864] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-12T20:22:33.059651] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-12T20:22:33.059732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:33.059762] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:33.059789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:33.059844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:33.119478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:33.120359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:33.120476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:33.120509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:33.234428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:33.234610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:33.234651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:33.234680] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:33.237973] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=47.82%)
[2025-12-12T20:22:33.238250] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-12T20:22:33.238370] [INFO ] [sig       ] FMNB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:33.394432] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FMNB.txt
[2025-12-12T20:22:33.394618] [INFO ] [sig       ] [1278/3596] Completed FMNB in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:33.394660] [INFO ] [sig       ] [1279/3596] Forecasting FMS...
[2025-12-12T20:22:33.394690] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-12T20:22:33.394721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-12T20:22:33.406877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-12T20:22:33.407260] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-12T20:22:33.408081] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-12T20:22:33.408134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:33.408179] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:33.408209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:33.408266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:33.466233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:33.467094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:33.467178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:33.467213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:33.587484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:33.587654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:33.587693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:33.587722] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:33.591238] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-12T20:22:33.591514] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-12T20:22:33.591654] [INFO ] [sig       ] FMS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:33.730862] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FMS.txt
[2025-12-12T20:22:33.731028] [INFO ] [sig       ] [1279/3596] Completed FMS in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:33.731069] [INFO ] [sig       ] [1280/3596] Forecasting FMX...
[2025-12-12T20:22:33.731098] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-12T20:22:33.731129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-12T20:22:33.743014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-12T20:22:33.743411] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-12T20:22:33.744293] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-12T20:22:33.744347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:33.744380] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:33.744408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:33.744465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:33.805053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:33.806142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:33.806227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:33.806259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:33.927900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:33.928060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:33.928099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:33.928128] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:33.931414] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=55.61%)
[2025-12-12T20:22:33.931702] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-12T20:22:33.931824] [INFO ] [sig       ] FMX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:34.077733] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FMX.txt
[2025-12-12T20:22:34.077890] [INFO ] [sig       ] [1280/3596] Completed FMX in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:34.077928] [INFO ] [sig       ] [1281/3596] Forecasting FN...
[2025-12-12T20:22:34.077957] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-12T20:22:34.077987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-12T20:22:34.089350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-12T20:22:34.089803] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-12T20:22:34.090717] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-12T20:22:34.090771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:34.090804] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:34.090832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:34.090888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:34.152930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:34.153815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:34.153896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:34.153929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:34.279168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:34.279448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:34.279490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:34.279517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:34.283042] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-12T20:22:34.283360] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-12T20:22:34.283491] [INFO ] [sig       ] FN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:34.425495] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FN.txt
[2025-12-12T20:22:34.425709] [INFO ] [sig       ] [1281/3596] Completed FN in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:34.425752] [INFO ] [sig       ] [1282/3596] Forecasting FNB...
[2025-12-12T20:22:34.425781] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-12T20:22:34.425812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-12T20:22:34.438703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-12T20:22:34.438975] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-12T20:22:34.439784] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-12T20:22:34.439835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:34.439866] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:34.439892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:34.439947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:34.497432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:34.498302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:34.498387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:34.498419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:34.617518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:34.617701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:34.617741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:34.617768] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:34.621362] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-12T20:22:34.621656] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-12T20:22:34.621774] [INFO ] [sig       ] FNB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:34.762908] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FNB.txt
[2025-12-12T20:22:34.763065] [INFO ] [sig       ] [1282/3596] Completed FNB in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:34.763111] [INFO ] [sig       ] [1283/3596] Forecasting FND...
[2025-12-12T20:22:34.763141] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-12T20:22:34.763172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-12T20:22:34.774852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-12T20:22:34.775222] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-12T20:22:34.776021] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-12T20:22:34.776073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:34.776104] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:34.776130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:34.776185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:34.834211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:34.835080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:34.835163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:34.835196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:34.950915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:34.951076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:34.951114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:34.951141] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:34.954621] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-12T20:22:34.954909] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-12T20:22:34.955029] [INFO ] [sig       ] FND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:35.097258] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FND.txt
[2025-12-12T20:22:35.097417] [INFO ] [sig       ] [1283/3596] Completed FND in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:35.097455] [INFO ] [sig       ] [1284/3596] Forecasting FNF...
[2025-12-12T20:22:35.097485] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-12T20:22:35.097515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-12T20:22:35.109010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-12T20:22:35.109414] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-12T20:22:35.110267] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-12T20:22:35.110320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:35.110351] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:35.110376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:35.110431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:35.167171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:35.168026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:35.168107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:35.168142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:35.284871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:35.285007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:35.285043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:35.285071] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:35.288323] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-12-12T20:22:35.288607] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-12T20:22:35.288726] [INFO ] [sig       ] FNF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:35.425359] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FNF.txt
[2025-12-12T20:22:35.425478] [INFO ] [sig       ] [1284/3596] Completed FNF in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-12T20:22:35.425514] [INFO ] [sig       ] [1285/3596] Forecasting FNKO...
[2025-12-12T20:22:35.425542] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-12T20:22:35.425586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-12T20:22:35.438415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-12T20:22:35.438848] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-12T20:22:35.439714] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-12T20:22:35.439773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:35.439837] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:35.439884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:35.439959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:35.500651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:35.501622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:35.501713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:35.501745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:35.622866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:35.623072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:35.623120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:35.623148] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:35.626725] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-12T20:22:35.627043] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-12T20:22:35.627176] [INFO ] [sig       ] FNKO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:35.767624] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FNKO.txt
[2025-12-12T20:22:35.767802] [INFO ] [sig       ] [1285/3596] Completed FNKO in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-12T20:22:35.767843] [INFO ] [sig       ] [1286/3596] Forecasting FNLC...
[2025-12-12T20:22:35.767875] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-12T20:22:35.767907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-12T20:22:35.780293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-12T20:22:35.780604] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-12T20:22:35.781366] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-12T20:22:35.781416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:35.781447] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:35.781472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:35.781532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:35.838367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:35.838962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:35.839035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:35.839065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:35.941465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:35.941596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:35.941636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:35.941702] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:35.944826] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-12T20:22:35.945090] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-12T20:22:35.945206] [INFO ] [sig       ] FNLC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:36.080815] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FNLC.txt
[2025-12-12T20:22:36.080931] [INFO ] [sig       ] [1286/3596] Completed FNLC in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-12T20:22:36.080968] [INFO ] [sig       ] [1287/3596] Forecasting FNX...
[2025-12-12T20:22:36.080995] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-12T20:22:36.081024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-12T20:22:36.091834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-12T20:22:36.092090] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-12T20:22:36.092850] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-12T20:22:36.092899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:36.092931] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:36.092957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:36.093012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:36.153346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:36.154177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:36.154258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:36.154299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:36.281662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:36.281815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:36.282049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:36.282080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:36.285926] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-12-12T20:22:36.286219] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-12T20:22:36.286346] [INFO ] [sig       ] FNX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:36.435409] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FNX.txt
[2025-12-12T20:22:36.435609] [INFO ] [sig       ] [1287/3596] Completed FNX in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-12T20:22:36.435671] [INFO ] [sig       ] [1288/3596] Forecasting FNY...
[2025-12-12T20:22:36.435708] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-12T20:22:36.435742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-12T20:22:36.447231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-12T20:22:36.447544] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-12T20:22:36.448354] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-12T20:22:36.448405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:36.448436] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:36.448462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:36.448518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:36.509148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:36.509994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:36.510073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:36.510121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:36.627208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:36.627392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:36.627461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:36.627522] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:36.631317] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-12T20:22:36.631627] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-12T20:22:36.631778] [INFO ] [sig       ] FNY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:36.777161] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FNY.txt
[2025-12-12T20:22:36.777321] [INFO ] [sig       ] [1288/3596] Completed FNY in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-12T20:22:36.777375] [INFO ] [sig       ] [1289/3596] Forecasting FOA...
[2025-12-12T20:22:36.777417] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-12T20:22:36.777459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-12T20:22:36.788768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-12T20:22:36.789051] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-12T20:22:36.789872] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-12T20:22:36.789925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:36.789956] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:36.789982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:36.790037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:36.845923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:36.846547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:36.846638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:36.846669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:36.966231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:36.966379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:36.966417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:36.966444] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:36.969713] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-12T20:22:36.969976] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-12T20:22:36.970093] [INFO ] [sig       ] FOA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:37.105811] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FOA.txt
[2025-12-12T20:22:37.105942] [INFO ] [sig       ] [1289/3596] Completed FOA in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:37.105979] [INFO ] [sig       ] [1290/3596] Forecasting FOF...
[2025-12-12T20:22:37.106008] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-12T20:22:37.106039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-12T20:22:37.119123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-12T20:22:37.119399] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-12T20:22:37.120184] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-12T20:22:37.120234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:37.120264] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:37.120318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:37.120376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:37.177858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:37.178474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:37.178549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:37.178597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:37.294105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:37.294249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:37.294287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:37.294316] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:37.297615] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-12T20:22:37.297883] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-12T20:22:37.298003] [INFO ] [sig       ] FOF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:37.440007] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FOF.txt
[2025-12-12T20:22:37.440148] [INFO ] [sig       ] [1290/3596] Completed FOF in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:37.440187] [INFO ] [sig       ] [1291/3596] Forecasting FOLD...
[2025-12-12T20:22:37.440218] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-12T20:22:37.440248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-12T20:22:37.451522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-12T20:22:37.451811] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-12T20:22:37.452564] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-12T20:22:37.452630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:37.452661] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:37.452687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:37.452747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:37.509239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:37.509869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:37.509951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:37.509984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:37.625386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:37.625509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:37.625547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:37.625590] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:37.628754] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-12T20:22:37.629016] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-12T20:22:37.629136] [INFO ] [sig       ] FOLD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:37.766756] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FOLD.txt
[2025-12-12T20:22:37.766891] [INFO ] [sig       ] [1291/3596] Completed FOLD in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:37.766930] [INFO ] [sig       ] [1292/3596] Forecasting FORM...
[2025-12-12T20:22:37.766960] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-12T20:22:37.766992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-12T20:22:37.778008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-12T20:22:37.778313] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-12T20:22:37.779128] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-12T20:22:37.779193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:37.779233] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:37.779265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:37.779322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:37.838808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:37.839403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:37.839482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:37.839514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:37.960237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:37.960562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:37.960616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:37.960645] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:37.964010] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-12-12T20:22:37.964272] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-12T20:22:37.964388] [INFO ] [sig       ] FORM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:38.104990] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FORM.txt
[2025-12-12T20:22:38.105114] [INFO ] [sig       ] [1292/3596] Completed FORM in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:38.105151] [INFO ] [sig       ] [1293/3596] Forecasting FOSL...
[2025-12-12T20:22:38.105179] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-12T20:22:38.105209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-12T20:22:38.117398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-12T20:22:38.117705] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-12T20:22:38.118445] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-12T20:22:38.118495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:38.118526] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:38.118552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:38.118627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:38.174653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:38.175231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:38.175304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:38.175335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:38.292566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:38.292722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:38.292759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:38.292787] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:38.295955] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-12T20:22:38.296240] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-12T20:22:38.296361] [INFO ] [sig       ] FOSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:38.433540] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FOSL.txt
[2025-12-12T20:22:38.433671] [INFO ] [sig       ] [1293/3596] Completed FOSL in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:38.433708] [INFO ] [sig       ] [1294/3596] Forecasting FOX...
[2025-12-12T20:22:38.433735] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-12T20:22:38.433772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-12T20:22:38.446076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-12T20:22:38.446404] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-12T20:22:38.447215] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-12T20:22:38.447267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:38.447299] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:38.447325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:38.447379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:38.505026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:38.505980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:38.506070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:38.506102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:38.633093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:38.633276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:38.633325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:38.633353] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:38.636818] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=51.76%)
[2025-12-12T20:22:38.637131] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-12T20:22:38.637271] [INFO ] [sig       ] FOX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:38.781358] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FOX.txt
[2025-12-12T20:22:38.781534] [INFO ] [sig       ] [1294/3596] Completed FOX in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:38.781592] [INFO ] [sig       ] [1295/3596] Forecasting FOXA...
[2025-12-12T20:22:38.781624] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-12T20:22:38.781654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-12T20:22:38.793773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-12T20:22:38.794178] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-12T20:22:38.795034] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-12T20:22:38.795089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:38.795122] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:38.795152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:38.795209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:38.854454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:38.855329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:38.855474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:38.855513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:38.978910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:38.979087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:38.979129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:38.979159] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:38.982726] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=63.00%)
[2025-12-12T20:22:38.983075] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-12T20:22:38.983217] [INFO ] [sig       ] FOXA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:39.123252] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FOXA.txt
[2025-12-12T20:22:39.123408] [INFO ] [sig       ] [1295/3596] Completed FOXA in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:39.123446] [INFO ] [sig       ] [1296/3596] Forecasting FOXF...
[2025-12-12T20:22:39.123476] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-12T20:22:39.123506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-12T20:22:39.135053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-12T20:22:39.135374] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-12T20:22:39.136192] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-12T20:22:39.136243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:39.136274] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:39.136300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:39.136355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:39.194520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:39.195430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:39.195518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:39.195551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:39.323457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:39.323627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:39.323671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:39.323701] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:39.327172] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-12T20:22:39.327447] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-12T20:22:39.327567] [INFO ] [sig       ] FOXF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:39.469362] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FOXF.txt
[2025-12-12T20:22:39.469519] [INFO ] [sig       ] [1296/3596] Completed FOXF in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:39.469558] [INFO ] [sig       ] [1297/3596] Forecasting FPF...
[2025-12-12T20:22:39.469608] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-12T20:22:39.469641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-12T20:22:39.481797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-12T20:22:39.482152] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-12T20:22:39.482940] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-12T20:22:39.482991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:39.483023] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:39.483049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:39.483103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:39.543111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:39.544230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:39.544332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:39.544365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:39.670797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:39.670989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:39.671032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:39.671060] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:39.674955] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-12T20:22:39.675280] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-12T20:22:39.675414] [INFO ] [sig       ] FPF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:39.821455] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FPF.txt
[2025-12-12T20:22:39.821632] [INFO ] [sig       ] [1297/3596] Completed FPF in 0.4s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:39.821861] [INFO ] [sig       ] [1298/3596] Forecasting FPH...
[2025-12-12T20:22:39.821890] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-12T20:22:39.821920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-12T20:22:39.833651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-12T20:22:39.834029] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-12T20:22:39.834927] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-12T20:22:39.834982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:39.835016] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:39.835043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:39.835100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:39.898617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:39.899784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:39.899868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:39.899900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:40.021847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:40.021995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:40.022034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:40.022062] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:40.025372] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-12-12T20:22:40.025657] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-12T20:22:40.025777] [INFO ] [sig       ] FPH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:40.166262] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FPH.txt
[2025-12-12T20:22:40.166426] [INFO ] [sig       ] [1298/3596] Completed FPH in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:40.166466] [INFO ] [sig       ] [1299/3596] Forecasting FPI...
[2025-12-12T20:22:40.166495] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-12T20:22:40.166525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-12T20:22:40.178742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-12T20:22:40.179014] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-12T20:22:40.179796] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-12T20:22:40.179848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:40.179879] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:40.179906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:40.179962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:40.238123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:40.238873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:40.238949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:40.238981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:40.355529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:40.355719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:40.355760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:40.355789] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:40.359113] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-12T20:22:40.359426] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-12T20:22:40.359550] [INFO ] [sig       ] FPI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:40.502043] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FPI.txt
[2025-12-12T20:22:40.502203] [INFO ] [sig       ] [1299/3596] Completed FPI in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:40.502243] [INFO ] [sig       ] [1300/3596] Forecasting FPXI...
[2025-12-12T20:22:40.502272] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-12T20:22:40.502302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-12T20:22:40.513490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-12T20:22:40.513894] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-12T20:22:40.514699] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-12T20:22:40.514752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:40.514783] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:40.514810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:40.514879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:40.579051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:40.579931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:40.580014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:40.580047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:40.692134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:40.692297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:40.692342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:40.692373] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:40.695706] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-12T20:22:40.695988] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-12T20:22:40.696110] [INFO ] [sig       ] FPXI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:40.833712] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FPXI.txt
[2025-12-12T20:22:40.833851] [INFO ] [sig       ] [1300/3596] Completed FPXI in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-12T20:22:40.833891] [INFO ] [sig       ] [1301/3596] Forecasting FRA...
[2025-12-12T20:22:40.833920] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-12T20:22:40.833952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-12T20:22:40.845683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-12T20:22:40.845960] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-12T20:22:40.846775] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-12T20:22:40.846826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:40.846857] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:40.846883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:40.846938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:40.906936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:40.907801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:40.907886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:40.907918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:41.042058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:41.042216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:41.042257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:41.042306] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:41.045773] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-12T20:22:41.046058] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-12T20:22:41.046184] [INFO ] [sig       ] FRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:41.193950] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FRA.txt
[2025-12-12T20:22:41.194102] [INFO ] [sig       ] [1301/3596] Completed FRA in 0.4s | 2.84 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-12T20:22:41.194140] [INFO ] [sig       ] [1302/3596] Forecasting FRBA...
[2025-12-12T20:22:41.194175] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-12T20:22:41.194207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-12T20:22:41.205530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-12T20:22:41.205846] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-12T20:22:41.206652] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-12T20:22:41.206705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:41.206761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:41.206792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:41.206850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:41.265378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:41.266201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:41.266281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:41.266315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:41.385500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:41.385688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:41.385731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:41.385759] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:41.389265] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=28.20%)
[2025-12-12T20:22:41.389564] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-12T20:22:41.389747] [INFO ] [sig       ] FRBA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:41.534771] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FRBA.txt
[2025-12-12T20:22:41.534924] [INFO ] [sig       ] [1302/3596] Completed FRBA in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-12T20:22:41.534963] [INFO ] [sig       ] [1303/3596] Forecasting FRGE...
[2025-12-12T20:22:41.534993] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-12T20:22:41.535023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-12T20:22:41.546421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-12T20:22:41.546804] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-12T20:22:41.547622] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-12T20:22:41.547690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:41.547723] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:41.547751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:41.547808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:41.605074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:41.605965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:41.606046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:41.606080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:41.747923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:41.748110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:41.748164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:41.748196] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:41.751863] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-12T20:22:41.752154] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-12T20:22:41.752300] [INFO ] [sig       ] FRGE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:41.902400] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FRGE.txt
[2025-12-12T20:22:41.902558] [INFO ] [sig       ] [1303/3596] Completed FRGE in 0.4s | 2.84 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-12T20:22:41.902618] [INFO ] [sig       ] [1304/3596] Forecasting FRHC...
[2025-12-12T20:22:41.902649] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-12T20:22:41.902680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-12T20:22:41.914759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-12T20:22:41.915163] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-12T20:22:41.915996] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-12T20:22:41.916051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:41.916084] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:41.916111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:41.916173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:41.980823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:41.981739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:41.981826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:41.981860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:42.107993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:42.108144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:42.108193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:42.108221] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:42.111569] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-12-12T20:22:42.111863] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-12T20:22:42.111985] [INFO ] [sig       ] FRHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:42.250223] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FRHC.txt
[2025-12-12T20:22:42.250387] [INFO ] [sig       ] [1304/3596] Completed FRHC in 0.3s | 2.84 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-12T20:22:42.250427] [INFO ] [sig       ] [1305/3596] Forecasting FRME...
[2025-12-12T20:22:42.250459] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-12T20:22:42.250492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-12T20:22:42.263207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-12T20:22:42.263568] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-12T20:22:42.264377] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-12T20:22:42.264430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:42.264463] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:42.264490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:42.264548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:42.324130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:42.325015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:42.325100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:42.325134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:42.447837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:42.447993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:42.448033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:42.448097] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:42.451510] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-12-12T20:22:42.451852] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-12T20:22:42.452018] [INFO ] [sig       ] FRME: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:42.602860] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FRME.txt
[2025-12-12T20:22:42.603017] [INFO ] [sig       ] [1305/3596] Completed FRME in 0.4s | 2.84 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-12T20:22:42.603057] [INFO ] [sig       ] [1306/3596] Forecasting FRO...
[2025-12-12T20:22:42.603087] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-12T20:22:42.603118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-12T20:22:42.614789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-12T20:22:42.615103] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-12T20:22:42.615884] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-12T20:22:42.615936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:42.615968] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:42.615995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:42.616050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:42.674970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:42.675774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:42.675854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:42.675888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:42.804766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:42.804914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:42.804954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:42.804984] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:42.808830] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=84.67%)
[2025-12-12T20:22:42.809095] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-12T20:22:42.809211] [INFO ] [sig       ] FRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:42.960079] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FRO.txt
[2025-12-12T20:22:42.960225] [INFO ] [sig       ] [1306/3596] Completed FRO in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:42.960273] [INFO ] [sig       ] [1307/3596] Forecasting FROG...
[2025-12-12T20:22:42.960304] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-12T20:22:42.960334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-12T20:22:42.971920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-12T20:22:42.972237] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-12T20:22:42.973034] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-12T20:22:42.973086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:42.973118] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:42.973144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:42.973199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:43.030017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:43.030771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:43.030849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:43.030881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:43.152753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:43.152927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:43.152979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:43.153017] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:43.157908] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-12-12T20:22:43.158383] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-12T20:22:43.158570] [INFO ] [sig       ] FROG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:43.309759] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FROG.txt
[2025-12-12T20:22:43.309891] [INFO ] [sig       ] [1307/3596] Completed FROG in 0.3s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:43.309929] [INFO ] [sig       ] [1308/3596] Forecasting FRPH...
[2025-12-12T20:22:43.309957] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-12T20:22:43.309987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-12T20:22:43.322714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-12T20:22:43.323165] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-12T20:22:43.324199] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-12T20:22:43.324261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:43.324297] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:43.324332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:43.324410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:43.388789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:43.389774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:43.389865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:43.389898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:43.522455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:43.522635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:43.522678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:43.522706] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:43.526409] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-12T20:22:43.526771] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-12T20:22:43.526906] [INFO ] [sig       ] FRPH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:43.683100] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FRPH.txt
[2025-12-12T20:22:43.683257] [INFO ] [sig       ] [1308/3596] Completed FRPH in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:43.683297] [INFO ] [sig       ] [1309/3596] Forecasting FRSH...
[2025-12-12T20:22:43.683327] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-12T20:22:43.683357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-12T20:22:43.695934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-12T20:22:43.696326] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-12T20:22:43.697184] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-12T20:22:43.697238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:43.697271] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:43.697297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:43.697353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:43.759744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:43.760605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:43.760693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:43.760727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:43.892357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:43.892515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:43.892556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:43.892605] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:43.896130] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-12T20:22:43.896413] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-12T20:22:43.896537] [INFO ] [sig       ] FRSH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:44.100982] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FRSH.txt
[2025-12-12T20:22:44.101138] [INFO ] [sig       ] [1309/3596] Completed FRSH in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:44.101179] [INFO ] [sig       ] [1310/3596] Forecasting FRSX...
[2025-12-12T20:22:44.101209] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-12T20:22:44.101239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-12T20:22:44.114301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-12T20:22:44.114645] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-12T20:22:44.115501] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-12T20:22:44.115556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:44.115612] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:44.115642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:44.115698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:44.178562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:44.179421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:44.179718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:44.179761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:44.305604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:44.305776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:44.305860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:44.305901] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:44.309710] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-12T20:22:44.310020] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-12T20:22:44.310170] [INFO ] [sig       ] FRSX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:44.459501] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FRSX.txt
[2025-12-12T20:22:44.459686] [INFO ] [sig       ] [1310/3596] Completed FRSX in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:44.459730] [INFO ] [sig       ] [1311/3596] Forecasting FSBC...
[2025-12-12T20:22:44.459761] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-12T20:22:44.459790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-12T20:22:44.472887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-12T20:22:44.473245] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-12T20:22:44.474082] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-12T20:22:44.474138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:44.474183] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:44.474223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:44.474293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:44.537038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:44.537848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:44.537937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:44.537971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:44.666107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:44.666275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:44.666315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:44.666344] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:44.669990] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-12T20:22:44.670275] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-12T20:22:44.670399] [INFO ] [sig       ] FSBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:44.813592] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FSBC.txt
[2025-12-12T20:22:44.813747] [INFO ] [sig       ] [1311/3596] Completed FSBC in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:44.813788] [INFO ] [sig       ] [1312/3596] Forecasting FSCO...
[2025-12-12T20:22:44.813818] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-12T20:22:44.813859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-12T20:22:44.825386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-12T20:22:44.825724] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-12T20:22:44.826528] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-12T20:22:44.826598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:44.826633] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:44.826662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:44.826719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:44.885837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:44.886639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:44.886744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:44.886778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:45.007517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:45.007698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:45.007741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:45.007769] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:45.011368] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-12-12T20:22:45.011714] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-12T20:22:45.011861] [INFO ] [sig       ] FSCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:45.167517] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FSCO.txt
[2025-12-12T20:22:45.167699] [INFO ] [sig       ] [1312/3596] Completed FSCO in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:45.167739] [INFO ] [sig       ] [1313/3596] Forecasting FSK...
[2025-12-12T20:22:45.167769] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-12T20:22:45.167800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-12T20:22:45.180460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-12T20:22:45.180883] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-12T20:22:45.181935] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-12T20:22:45.182001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:45.182036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:45.182064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:45.182122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:45.244283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:45.245129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:45.245212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:45.245245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:45.366414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:45.366773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:45.366814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:45.366842] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:45.370410] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=49.70%)
[2025-12-12T20:22:45.370715] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-12T20:22:45.370839] [INFO ] [sig       ] FSK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:45.511809] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FSK.txt
[2025-12-12T20:22:45.511957] [INFO ] [sig       ] [1313/3596] Completed FSK in 0.3s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:45.511996] [INFO ] [sig       ] [1314/3596] Forecasting FSLY...
[2025-12-12T20:22:45.512025] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-12T20:22:45.512056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-12T20:22:45.525708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-12T20:22:45.526024] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-12T20:22:45.526788] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-12T20:22:45.526839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:45.526881] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:45.526908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:45.526963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:45.584290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:45.585060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:45.585140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:45.585172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:45.710556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:45.710721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:45.710759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:45.710786] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:45.714453] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-12T20:22:45.714741] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-12T20:22:45.714862] [INFO ] [sig       ] FSLY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:45.862046] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FSLY.txt
[2025-12-12T20:22:45.862190] [INFO ] [sig       ] [1314/3596] Completed FSLY in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:45.862228] [INFO ] [sig       ] [1315/3596] Forecasting FSM...
[2025-12-12T20:22:45.862257] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-12T20:22:45.862287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-12T20:22:45.874188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-12T20:22:45.874542] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-12T20:22:45.875520] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-12T20:22:45.875587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:45.875621] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:45.875646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:45.875701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:45.934938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:45.935755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:45.935837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:45.935869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:46.059198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:46.059350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:46.059389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:46.059420] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:46.062927] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2025-12-12T20:22:46.063206] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-12T20:22:46.063336] [INFO ] [sig       ] FSM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:46.231040] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FSM.txt
[2025-12-12T20:22:46.231272] [INFO ] [sig       ] [1315/3596] Completed FSM in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:46.231323] [INFO ] [sig       ] [1316/3596] Forecasting FSS...
[2025-12-12T20:22:46.231364] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-12T20:22:46.231405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-12T20:22:46.247162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-12T20:22:46.247649] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-12T20:22:46.248736] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-12T20:22:46.248801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:46.248844] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:46.248880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:46.248962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:46.311653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:46.312554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:46.312669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:46.312704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:46.443168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:46.443322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:46.443365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:46.443395] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:46.447028] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-12T20:22:46.447313] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-12T20:22:46.447465] [INFO ] [sig       ] FSS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:46.595187] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FSS.txt
[2025-12-12T20:22:46.595323] [INFO ] [sig       ] [1316/3596] Completed FSS in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:46.595361] [INFO ] [sig       ] [1317/3596] Forecasting FTA...
[2025-12-12T20:22:46.595390] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-12T20:22:46.595421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-12T20:22:46.606158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-12T20:22:46.606470] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-12T20:22:46.607288] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-12T20:22:46.607348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:46.607381] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:46.607414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:46.607495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:46.667510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:46.668362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:46.668444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:46.668675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:46.789500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:46.789684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:46.789732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:46.789762] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:46.793153] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-12T20:22:46.793434] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-12T20:22:46.793558] [INFO ] [sig       ] FTA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:46.935172] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTA.txt
[2025-12-12T20:22:46.935314] [INFO ] [sig       ] [1317/3596] Completed FTA in 0.3s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:46.935360] [INFO ] [sig       ] [1318/3596] Forecasting FTAI...
[2025-12-12T20:22:46.935423] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-12T20:22:46.935462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-12T20:22:46.948842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-12T20:22:46.949178] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-12T20:22:46.950040] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-12T20:22:46.950093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:46.950125] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:46.950151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:46.950207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:47.010446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:47.011307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:47.011406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:47.011447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:47.135914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:47.136062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:47.136103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:47.136134] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:47.139551] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-12T20:22:47.139871] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-12T20:22:47.139994] [INFO ] [sig       ] FTAI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:47.281258] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTAI.txt
[2025-12-12T20:22:47.281402] [INFO ] [sig       ] [1318/3596] Completed FTAI in 0.3s | 2.84 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-12T20:22:47.281441] [INFO ] [sig       ] [1319/3596] Forecasting FTC...
[2025-12-12T20:22:47.281472] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-12T20:22:47.281505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-12T20:22:47.293889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-12T20:22:47.294174] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-12T20:22:47.294975] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-12T20:22:47.295027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:47.295083] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:47.295112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:47.295169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:47.353993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:47.354864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:47.354945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:47.354978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:47.475413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:47.475583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:47.475815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:47.475845] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:47.479363] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-12T20:22:47.479705] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-12T20:22:47.479838] [INFO ] [sig       ] FTC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:47.621542] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTC.txt
[2025-12-12T20:22:47.621723] [INFO ] [sig       ] [1319/3596] Completed FTC in 0.3s | 2.84 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-12T20:22:47.621766] [INFO ] [sig       ] [1320/3596] Forecasting FTCI...
[2025-12-12T20:22:47.621797] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-12T20:22:47.621829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-12T20:22:47.633383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-12T20:22:47.633757] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-12T20:22:47.634621] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-12T20:22:47.634674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:47.634707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:47.634734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:47.634791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:47.698739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:47.699539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:47.699634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:47.699688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:47.828138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:47.828287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:47.828327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:47.828357] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:47.831919] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-12T20:22:47.832199] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-12T20:22:47.832322] [INFO ] [sig       ] FTCI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:47.976329] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTCI.txt
[2025-12-12T20:22:47.976475] [INFO ] [sig       ] [1320/3596] Completed FTCI in 0.4s | 2.84 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-12T20:22:47.976515] [INFO ] [sig       ] [1321/3596] Forecasting FTCS...
[2025-12-12T20:22:47.976545] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-12T20:22:47.976596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-12T20:22:47.988879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-12T20:22:47.989172] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-12T20:22:47.990182] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-12T20:22:47.990233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:47.990265] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:47.990292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:47.990357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:48.051514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:48.052365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:48.052447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:48.052480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:48.169830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:48.169988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:48.170028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:48.170075] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:48.173601] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-12T20:22:48.173933] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-12T20:22:48.174066] [INFO ] [sig       ] FTCS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:48.316425] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTCS.txt
[2025-12-12T20:22:48.316594] [INFO ] [sig       ] [1321/3596] Completed FTCS in 0.3s | 2.84 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-12T20:22:48.316634] [INFO ] [sig       ] [1322/3596] Forecasting FTEK...
[2025-12-12T20:22:48.316663] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-12T20:22:48.316693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-12T20:22:48.329743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-12T20:22:48.330150] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-12T20:22:48.331057] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-12T20:22:48.331112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:48.331144] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:48.331171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:48.331228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:48.389356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:48.390138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:48.390218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:48.390252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:48.507973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:48.508129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:48.508169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:48.508235] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:48.511670] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-12-12T20:22:48.511953] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-12T20:22:48.512075] [INFO ] [sig       ] FTEK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:48.658004] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTEK.txt
[2025-12-12T20:22:48.658139] [INFO ] [sig       ] [1322/3596] Completed FTEK in 0.3s | 2.84 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-12T20:22:48.658177] [INFO ] [sig       ] [1323/3596] Forecasting FTGC...
[2025-12-12T20:22:48.658209] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-12T20:22:48.658240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-12T20:22:48.672189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-12T20:22:48.672788] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-12T20:22:48.673764] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-12T20:22:48.673818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:48.673851] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:48.673879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:48.673937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:48.733950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:48.735171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:48.735278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:48.735339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:48.862343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:48.862596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:48.862645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:48.862674] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:48.867034] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=37.42%)
[2025-12-12T20:22:48.867829] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-12T20:22:48.868016] [INFO ] [sig       ] FTGC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:49.026765] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTGC.txt
[2025-12-12T20:22:49.026985] [INFO ] [sig       ] [1323/3596] Completed FTGC in 0.4s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:49.027029] [INFO ] [sig       ] [1324/3596] Forecasting FTGS...
[2025-12-12T20:22:49.027059] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-12T20:22:49.027092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-12T20:22:49.041872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-12T20:22:49.042447] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-12T20:22:49.043407] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-12T20:22:49.043460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:49.043492] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:49.043519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:49.043594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:49.103764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:49.104956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:49.105062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:49.105095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:49.231874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:49.232093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:49.232138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:49.232169] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:49.235963] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-12T20:22:49.236296] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-12T20:22:49.236434] [INFO ] [sig       ] FTGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:49.381402] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTGS.txt
[2025-12-12T20:22:49.381614] [INFO ] [sig       ] [1324/3596] Completed FTGS in 0.4s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:49.381659] [INFO ] [sig       ] [1325/3596] Forecasting FTHI...
[2025-12-12T20:22:49.381688] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-12T20:22:49.381722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-12T20:22:49.395685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-12T20:22:49.396273] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-12T20:22:49.397226] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-12T20:22:49.397280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:49.397312] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:49.397352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:49.397421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:49.460513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:49.461433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:49.461517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:49.461550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:49.581979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:49.582144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:49.582184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:49.582213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:49.585928] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-12T20:22:49.586265] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-12T20:22:49.586427] [INFO ] [sig       ] FTHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:49.729900] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTHI.txt
[2025-12-12T20:22:49.730057] [INFO ] [sig       ] [1325/3596] Completed FTHI in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:49.730096] [INFO ] [sig       ] [1326/3596] Forecasting FTHM...
[2025-12-12T20:22:49.730126] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-12T20:22:49.730156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-12T20:22:49.746437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-12T20:22:49.747298] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-12T20:22:49.748622] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-12T20:22:49.748684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:49.748720] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:49.748946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:49.749006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:49.815540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:49.816953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:49.817050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:49.817089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:49.945275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:49.945455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:49.945495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:49.945524] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:49.948945] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-12T20:22:49.949237] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-12T20:22:49.949362] [INFO ] [sig       ] FTHM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:50.103854] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTHM.txt
[2025-12-12T20:22:50.104056] [INFO ] [sig       ] [1326/3596] Completed FTHM in 0.4s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:50.104099] [INFO ] [sig       ] [1327/3596] Forecasting FTHY...
[2025-12-12T20:22:50.104130] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-12T20:22:50.104162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-12T20:22:50.123898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-12T20:22:50.124322] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-12T20:22:50.125307] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-12T20:22:50.125376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:50.125428] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:50.125466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:50.125540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:50.184663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:50.185651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:50.185742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:50.185775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:50.300604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:50.300767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:50.300807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:50.300835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:50.304222] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-12T20:22:50.304500] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-12T20:22:50.304649] [INFO ] [sig       ] FTHY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:50.443286] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTHY.txt
[2025-12-12T20:22:50.443423] [INFO ] [sig       ] [1327/3596] Completed FTHY in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:50.443462] [INFO ] [sig       ] [1328/3596] Forecasting FTI...
[2025-12-12T20:22:50.443491] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-12T20:22:50.443522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-12T20:22:50.456199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-12T20:22:50.456501] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-12T20:22:50.457270] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-12T20:22:50.457321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:50.457352] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:50.457379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:50.457434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:50.514438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:50.515128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:50.515203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:50.515234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:50.635587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:50.635744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:50.635783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:50.635811] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:50.639088] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-12T20:22:50.639354] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-12T20:22:50.639471] [INFO ] [sig       ] FTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:50.777651] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTI.txt
[2025-12-12T20:22:50.777819] [INFO ] [sig       ] [1328/3596] Completed FTI in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:50.777857] [INFO ] [sig       ] [1329/3596] Forecasting FTK...
[2025-12-12T20:22:50.777886] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-12T20:22:50.777924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-12T20:22:50.791311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-12T20:22:50.791668] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-12T20:22:50.792442] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-12T20:22:50.792493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:50.792524] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:50.792550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:50.792624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:50.849047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:50.849976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:50.850090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:50.850122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:50.974296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:50.974469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:50.974520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:50.974560] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:50.979037] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-12T20:22:50.979379] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-12T20:22:50.979530] [INFO ] [sig       ] FTK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:51.137534] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTK.txt
[2025-12-12T20:22:51.137735] [INFO ] [sig       ] [1329/3596] Completed FTK in 0.4s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:51.137781] [INFO ] [sig       ] [1330/3596] Forecasting FTLF...
[2025-12-12T20:22:51.137813] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-12T20:22:51.137843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-12T20:22:51.150059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-12T20:22:51.150462] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-12T20:22:51.151271] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-12T20:22:51.151325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:51.151357] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:51.151385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:51.151442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:51.209433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:51.210349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:51.210432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:51.210464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:51.317678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:51.317835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:51.317872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:51.317899] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:51.321259] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-12T20:22:51.321540] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-12T20:22:51.321681] [INFO ] [sig       ] FTLF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:51.465471] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTLF.txt
[2025-12-12T20:22:51.465673] [INFO ] [sig       ] [1330/3596] Completed FTLF in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:51.465723] [INFO ] [sig       ] [1331/3596] Forecasting FTQI...
[2025-12-12T20:22:51.465756] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-12T20:22:51.465788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-12T20:22:51.477913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-12T20:22:51.478211] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-12T20:22:51.479103] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-12T20:22:51.479164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:51.479203] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:51.479237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:51.479312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:51.540850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:51.541872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:51.541970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:51.542003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:51.662318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:51.662478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:51.662522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:51.662550] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:51.667009] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-12T20:22:51.667388] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-12T20:22:51.667550] [INFO ] [sig       ] FTQI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:51.817023] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTQI.txt
[2025-12-12T20:22:51.817181] [INFO ] [sig       ] [1331/3596] Completed FTQI in 0.4s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:51.817220] [INFO ] [sig       ] [1332/3596] Forecasting FTRE...
[2025-12-12T20:22:51.817250] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-12T20:22:51.817281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-12T20:22:51.830567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-12T20:22:51.830988] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-12T20:22:51.831842] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-12T20:22:51.831893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:51.831926] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:51.831952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:51.832008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:51.889770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:51.890658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:51.890738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:51.890772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:52.015741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:52.015913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:52.015964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:52.016001] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:52.019484] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-12T20:22:52.019833] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-12T20:22:52.019976] [INFO ] [sig       ] FTRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:52.157360] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTRE.txt
[2025-12-12T20:22:52.157517] [INFO ] [sig       ] [1332/3596] Completed FTRE in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:52.157555] [INFO ] [sig       ] [1333/3596] Forecasting FTRI...
[2025-12-12T20:22:52.157602] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-12T20:22:52.157635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-12T20:22:52.168865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-12T20:22:52.169128] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-12T20:22:52.169930] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-12T20:22:52.169981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:52.170012] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:52.170038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:52.170093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:52.225704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:52.226279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:52.226353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:52.226384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:52.353484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:52.353647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:52.353687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:52.353716] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:52.357024] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-12T20:22:52.357301] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-12T20:22:52.357422] [INFO ] [sig       ] FTRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:52.503282] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTRI.txt
[2025-12-12T20:22:52.503440] [INFO ] [sig       ] [1333/3596] Completed FTRI in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:52.503480] [INFO ] [sig       ] [1334/3596] Forecasting FTS...
[2025-12-12T20:22:52.503509] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-12T20:22:52.503540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-12T20:22:52.515747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-12T20:22:52.516113] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-12T20:22:52.516887] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-12T20:22:52.516938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:52.516968] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:52.516994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:52.517049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:52.575191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:52.576041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:52.576122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:52.576154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:52.702169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:52.702323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:52.702362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:52.702390] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:52.706108] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=32.30%)
[2025-12-12T20:22:52.706377] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-12T20:22:52.706497] [INFO ] [sig       ] FTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:52.849891] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTS.txt
[2025-12-12T20:22:52.850054] [INFO ] [sig       ] [1334/3596] Completed FTS in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-12T20:22:52.850093] [INFO ] [sig       ] [1335/3596] Forecasting FTSL...
[2025-12-12T20:22:52.850122] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-12T20:22:52.850152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-12T20:22:52.861848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-12T20:22:52.862214] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-12T20:22:52.863006] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-12T20:22:52.863056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:52.863087] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:52.863113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:52.863167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:52.921659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:52.922526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:52.922637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:52.922672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:53.041036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:53.041194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:53.041234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:53.041263] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:53.044592] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-12T20:22:53.044874] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-12T20:22:53.044999] [INFO ] [sig       ] FTSL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:53.191767] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTSL.txt
[2025-12-12T20:22:53.191929] [INFO ] [sig       ] [1335/3596] Completed FTSL in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-12T20:22:53.191967] [INFO ] [sig       ] [1336/3596] Forecasting FTSM...
[2025-12-12T20:22:53.191998] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-12T20:22:53.192028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-12T20:22:53.207174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-12T20:22:53.207647] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-12T20:22:53.208427] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-12T20:22:53.208478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:53.208541] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:53.208588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:53.208660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:53.265099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:53.266052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:53.266140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:53.266172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:53.372417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:53.372590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:53.372630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:53.372659] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:53.375994] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=71.79%)
[2025-12-12T20:22:53.376299] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-12T20:22:53.376425] [INFO ] [sig       ] FTSM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:53.527172] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTSM.txt
[2025-12-12T20:22:53.527337] [INFO ] [sig       ] [1336/3596] Completed FTSM in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-12T20:22:53.527377] [INFO ] [sig       ] [1337/3596] Forecasting FTXL...
[2025-12-12T20:22:53.527409] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-12T20:22:53.527440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-12T20:22:53.539919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-12T20:22:53.540332] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-12T20:22:53.541152] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-12T20:22:53.541204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:53.541236] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:53.541263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:53.541320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:53.598208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:53.599074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:53.599153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:53.599184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:53.718467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:53.718650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:53.718694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:53.718723] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:53.722148] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-12T20:22:53.722437] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-12T20:22:53.722565] [INFO ] [sig       ] FTXL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:53.866158] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FTXL.txt
[2025-12-12T20:22:53.866323] [INFO ] [sig       ] [1337/3596] Completed FTXL in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-12T20:22:53.866365] [INFO ] [sig       ] [1338/3596] Forecasting FTXN...
[2025-12-12T20:22:53.866398] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-12T20:22:53.866430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-12T20:22:53.878146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-12T20:22:53.878501] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-12T20:22:53.879323] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-12T20:22:53.879388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:53.879423] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:53.879451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:53.879508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:53.945814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:53.946749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:53.946852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:53.946888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:54.070171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:54.070323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:54.070365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:54.070394] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:54.074105] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-12T20:22:54.074393] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-12T20:22:54.074521] [INFO ] [sig       ] FTXN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:54.219381] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTXN.txt
[2025-12-12T20:22:54.219539] [INFO ] [sig       ] [1338/3596] Completed FTXN in 0.4s | 2.84 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-12T20:22:54.219597] [INFO ] [sig       ] [1339/3596] Forecasting FTXO...
[2025-12-12T20:22:54.219630] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-12T20:22:54.219662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-12T20:22:54.231741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-12T20:22:54.232068] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-12T20:22:54.232856] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-12T20:22:54.232907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:54.232940] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:54.232968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:54.233024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:54.293991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:54.294856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:54.294938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:54.294972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:54.420707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:54.420849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:54.420888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:54.420945] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:54.424204] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=46.42%)
[2025-12-12T20:22:54.424483] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-12T20:22:54.424655] [INFO ] [sig       ] FTXO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:54.568883] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FTXO.txt
[2025-12-12T20:22:54.569046] [INFO ] [sig       ] [1339/3596] Completed FTXO in 0.3s | 2.84 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-12T20:22:54.569087] [INFO ] [sig       ] [1340/3596] Forecasting FUBO...
[2025-12-12T20:22:54.569117] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-12T20:22:54.569150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-12T20:22:54.582277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-12T20:22:54.582716] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-12T20:22:54.583804] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-12T20:22:54.583861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:54.583893] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:54.583919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:54.583975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:54.649933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:54.651024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:54.651135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:54.651170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:54.784214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:54.784372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:54.784413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:54.784441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:54.788449] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-12T20:22:54.788800] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-12T20:22:54.788948] [INFO ] [sig       ] FUBO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:54.940037] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FUBO.txt
[2025-12-12T20:22:54.940199] [INFO ] [sig       ] [1340/3596] Completed FUBO in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:54.940239] [INFO ] [sig       ] [1341/3596] Forecasting FUL...
[2025-12-12T20:22:54.940268] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-12T20:22:54.940300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-12T20:22:54.952502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-12T20:22:54.952856] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-12T20:22:54.953625] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-12T20:22:54.953675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:54.953706] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:54.953741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:54.953815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:55.011868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:55.012742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:55.012828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:55.012861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:55.133303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:55.133454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:55.133492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:55.133522] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:55.137481] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-12T20:22:55.137771] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-12T20:22:55.137896] [INFO ] [sig       ] FUL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:55.278954] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FUL.txt
[2025-12-12T20:22:55.279099] [INFO ] [sig       ] [1341/3596] Completed FUL in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:55.279137] [INFO ] [sig       ] [1342/3596] Forecasting FULC...
[2025-12-12T20:22:55.279166] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-12T20:22:55.279196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-12T20:22:55.290225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-12T20:22:55.290530] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-12T20:22:55.291295] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-12T20:22:55.291346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:55.291376] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:55.291401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:55.291456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:55.348955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:55.349708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:55.349790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:55.349823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:55.474883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:55.475034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:55.475076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:55.475104] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:55.478419] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-12T20:22:55.478711] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-12T20:22:55.478842] [INFO ] [sig       ] FULC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:55.618595] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FULC.txt
[2025-12-12T20:22:55.618759] [INFO ] [sig       ] [1342/3596] Completed FULC in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:55.618797] [INFO ] [sig       ] [1343/3596] Forecasting FUN...
[2025-12-12T20:22:55.618828] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-12T20:22:55.618859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-12T20:22:55.630800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-12T20:22:55.631160] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-12T20:22:55.632001] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-12T20:22:55.632053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:55.632086] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:55.632113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:55.632168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:55.689137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:55.690043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:55.690131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:55.690164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:55.809655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:55.809844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:55.809887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:55.809915] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:55.813345] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-12T20:22:55.813679] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-12T20:22:55.813814] [INFO ] [sig       ] FUN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:55.964087] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FUN.txt
[2025-12-12T20:22:55.964254] [INFO ] [sig       ] [1343/3596] Completed FUN in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:55.964293] [INFO ] [sig       ] [1344/3596] Forecasting FUNC...
[2025-12-12T20:22:55.964320] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-12T20:22:55.964351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-12T20:22:55.976119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-12T20:22:55.976511] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-12T20:22:55.977301] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-12T20:22:55.977352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:55.977382] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:55.977407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:55.977462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:56.037280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:56.038178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:56.038268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:56.038301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:56.163889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:56.164076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:56.164117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:56.164147] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:56.167658] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-12T20:22:56.167967] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-12T20:22:56.168113] [INFO ] [sig       ] FUNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:56.314995] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FUNC.txt
[2025-12-12T20:22:56.315154] [INFO ] [sig       ] [1344/3596] Completed FUNC in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:56.315194] [INFO ] [sig       ] [1345/3596] Forecasting FUND...
[2025-12-12T20:22:56.315223] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-12T20:22:56.315254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-12T20:22:56.327010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-12T20:22:56.327357] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-12T20:22:56.328129] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-12T20:22:56.328179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:56.328209] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:56.328235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:56.328289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:56.386549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:56.387214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:56.387289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:56.387321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:56.503849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:56.504019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:56.504060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:56.504088] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:56.507336] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-12T20:22:56.507641] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-12T20:22:56.507773] [INFO ] [sig       ] FUND: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:56.647003] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FUND.txt
[2025-12-12T20:22:56.647140] [INFO ] [sig       ] [1345/3596] Completed FUND in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:56.647177] [INFO ] [sig       ] [1346/3596] Forecasting FVCB...
[2025-12-12T20:22:56.647206] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-12T20:22:56.647236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-12T20:22:56.658321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-12T20:22:56.658663] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-12T20:22:56.659399] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-12T20:22:56.659448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:56.659479] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:56.659505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:56.659560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:56.717456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:56.718325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:56.718441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:56.718475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:56.841363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:56.841544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:56.841609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:56.841642] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:56.845400] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2025-12-12T20:22:56.845785] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-12T20:22:56.845926] [INFO ] [sig       ] FVCB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:56.985282] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FVCB.txt
[2025-12-12T20:22:56.985431] [INFO ] [sig       ] [1346/3596] Completed FVCB in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:56.985483] [INFO ] [sig       ] [1347/3596] Forecasting FWONA...
[2025-12-12T20:22:56.985521] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-12T20:22:56.985557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-12T20:22:56.998153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-12T20:22:56.998501] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-12T20:22:56.999278] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-12T20:22:56.999328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:56.999360] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:56.999386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:56.999441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:57.057851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:57.058727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:57.058804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:57.058836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:57.179124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:57.179276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:57.179315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:57.179343] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:57.183295] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-12T20:22:57.183563] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-12T20:22:57.183752] [INFO ] [sig       ] FWONA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:57.324838] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FWONA.txt
[2025-12-12T20:22:57.324974] [INFO ] [sig       ] [1347/3596] Completed FWONA in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:57.325012] [INFO ] [sig       ] [1348/3596] Forecasting FWONK...
[2025-12-12T20:22:57.325039] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-12T20:22:57.325069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-12T20:22:57.337630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-12T20:22:57.337973] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-12T20:22:57.338770] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-12T20:22:57.338823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:57.338855] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:57.338881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:57.338937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:57.396742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:57.397394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:57.397473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:57.397505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:57.517330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:57.517494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:57.517541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:57.517587] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:57.521153] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=81.76%)
[2025-12-12T20:22:57.521439] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-12T20:22:57.521563] [INFO ] [sig       ] FWONK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:57.659616] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FWONK.txt
[2025-12-12T20:22:57.659780] [INFO ] [sig       ] [1348/3596] Completed FWONK in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:57.659818] [INFO ] [sig       ] [1349/3596] Forecasting FWRD...
[2025-12-12T20:22:57.659847] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-12T20:22:57.659876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-12T20:22:57.672968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-12T20:22:57.673268] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-12T20:22:57.674096] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-12T20:22:57.674160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:57.674194] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:57.674220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:57.674289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:57.731560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:57.732329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:57.732408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:57.732442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:57.859237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:57.859390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:57.859429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:57.859458] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:57.862878] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-12T20:22:57.863148] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-12T20:22:57.863268] [INFO ] [sig       ] FWRD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:58.001984] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FWRD.txt
[2025-12-12T20:22:58.002125] [INFO ] [sig       ] [1349/3596] Completed FWRD in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:58.002163] [INFO ] [sig       ] [1350/3596] Forecasting FWRG...
[2025-12-12T20:22:58.002192] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-12T20:22:58.002223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-12T20:22:58.014468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-12T20:22:58.014794] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-12T20:22:58.015546] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-12T20:22:58.015628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:58.015678] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:58.015705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:58.015759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:58.073362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:58.074237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:58.074313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:58.074344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:58.199076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:58.199227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:58.199265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:58.199294] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:58.202661] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2025-12-12T20:22:58.202934] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-12T20:22:58.203054] [INFO ] [sig       ] FWRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:58.343338] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FWRG.txt
[2025-12-12T20:22:58.343478] [INFO ] [sig       ] [1350/3596] Completed FWRG in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:58.343516] [INFO ] [sig       ] [1351/3596] Forecasting FYC...
[2025-12-12T20:22:58.343545] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-12T20:22:58.343595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-12T20:22:58.354836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-12T20:22:58.355191] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-12T20:22:58.356032] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-12T20:22:58.356084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:58.356116] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:58.356142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:58.356202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:58.413509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:58.414221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:58.414297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:58.414329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:58.543372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:58.543526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:58.543566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:58.543613] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:58.547262] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-12T20:22:58.547532] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-12T20:22:58.547669] [INFO ] [sig       ] FYC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:22:58.693544] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/FYC.txt
[2025-12-12T20:22:58.693710] [INFO ] [sig       ] [1351/3596] Completed FYC in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-12T20:22:58.693750] [INFO ] [sig       ] [1352/3596] Forecasting FYX...
[2025-12-12T20:22:58.693968] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-12T20:22:58.693999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-12T20:22:58.706512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-12T20:22:58.706928] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-12T20:22:58.707804] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-12T20:22:58.707858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:58.707890] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:58.707917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:58.708170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:58.774253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:58.775138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:58.775235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:58.775272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:58.906173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:58.906327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:58.906367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:58.906394] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:58.909777] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-12T20:22:58.910055] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-12T20:22:58.910173] [INFO ] [sig       ] FYX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:59.054354] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/FYX.txt
[2025-12-12T20:22:59.054524] [INFO ] [sig       ] [1352/3596] Completed FYX in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-12T20:22:59.054604] [INFO ] [sig       ] [1353/3596] Forecasting G...
[2025-12-12T20:22:59.054644] [INFO ] [sig       ] Generating forecast for: G
[2025-12-12T20:22:59.054675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-12T20:22:59.067621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-12T20:22:59.068232] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-12T20:22:59.069252] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-12T20:22:59.069334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:59.069366] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:59.069392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:59.069447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:59.131167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:59.132121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:59.132213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:59.132253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:59.259366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:59.259520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:59.259562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:59.259607] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:59.262904] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-12T20:22:59.263172] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-12T20:22:59.263291] [INFO ] [sig       ] G: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:59.413915] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/G.txt
[2025-12-12T20:22:59.414060] [INFO ] [sig       ] [1353/3596] Completed G in 0.4s | 2.84 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-12T20:22:59.414100] [INFO ] [sig       ] [1354/3596] Forecasting GAB...
[2025-12-12T20:22:59.414130] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-12T20:22:59.414160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-12T20:22:59.426808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-12T20:22:59.427217] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-12T20:22:59.428236] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-12T20:22:59.428302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:59.428345] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:59.428382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:59.428464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:59.488678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:59.489716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:59.489795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:59.489827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:59.613337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:59.613491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:59.613535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:59.613565] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:59.617147] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-12T20:22:59.617427] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-12T20:22:59.617566] [INFO ] [sig       ] GAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:22:59.760361] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GAB.txt
[2025-12-12T20:22:59.760505] [INFO ] [sig       ] [1354/3596] Completed GAB in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-12T20:22:59.760542] [INFO ] [sig       ] [1355/3596] Forecasting GABC...
[2025-12-12T20:22:59.760588] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-12T20:22:59.760622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-12T20:22:59.772163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-12T20:22:59.772505] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-12T20:22:59.773336] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-12T20:22:59.773389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:22:59.773421] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:22:59.773447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:22:59.773503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:22:59.830190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:22:59.830986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:22:59.831063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:22:59.831095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:22:59.945710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:22:59.945865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:22:59.945905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:22:59.945933] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:22:59.949426] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-12T20:22:59.949742] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-12T20:22:59.950058] [INFO ] [sig       ] GABC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:00.089865] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GABC.txt
[2025-12-12T20:23:00.090010] [INFO ] [sig       ] [1355/3596] Completed GABC in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-12T20:23:00.090048] [INFO ] [sig       ] [1356/3596] Forecasting GAIA...
[2025-12-12T20:23:00.090078] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-12T20:23:00.090108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-12T20:23:00.102697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-12T20:23:00.103058] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-12T20:23:00.103893] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-12T20:23:00.103945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:00.103977] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:00.104002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:00.104058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:00.163535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:00.164358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:00.164437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:00.164469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:00.290372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:00.290524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:00.290626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:00.290659] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:00.294208] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-12T20:23:00.294484] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-12T20:23:00.294625] [INFO ] [sig       ] GAIA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:00.439249] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GAIA.txt
[2025-12-12T20:23:00.439403] [INFO ] [sig       ] [1356/3596] Completed GAIA in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-12T20:23:00.439442] [INFO ] [sig       ] [1357/3596] Forecasting GAIN...
[2025-12-12T20:23:00.439471] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-12T20:23:00.439500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-12T20:23:00.451515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-12T20:23:00.451928] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-12T20:23:00.452809] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-12T20:23:00.452862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:00.452895] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:00.452921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:00.452978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:00.511921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:00.512793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:00.512876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:00.512909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:00.637406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:00.637566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:00.637627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:00.637657] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:00.641788] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-12T20:23:00.642326] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-12T20:23:00.642458] [INFO ] [sig       ] GAIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:00.787641] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GAIN.txt
[2025-12-12T20:23:00.787793] [INFO ] [sig       ] [1357/3596] Completed GAIN in 0.3s | 2.84 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-12T20:23:00.787831] [INFO ] [sig       ] [1358/3596] Forecasting GAM...
[2025-12-12T20:23:00.787860] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-12T20:23:00.787890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-12T20:23:00.801146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-12T20:23:00.801637] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-12T20:23:00.802476] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-12T20:23:00.802529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:00.802560] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:00.802607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:00.802665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:00.859632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:00.860569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:00.860702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:00.860736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:00.978995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:00.979158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:00.979199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:00.979227] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:00.982783] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-12T20:23:00.983107] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-12T20:23:00.983238] [INFO ] [sig       ] GAM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:01.125747] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GAM.txt
[2025-12-12T20:23:01.125918] [INFO ] [sig       ] [1358/3596] Completed GAM in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:01.125958] [INFO ] [sig       ] [1359/3596] Forecasting GAMB...
[2025-12-12T20:23:01.125987] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-12T20:23:01.126017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-12T20:23:01.139850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-12T20:23:01.140304] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-12T20:23:01.141137] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-12T20:23:01.141192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:01.141222] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:01.141247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:01.141302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:01.197895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:01.198766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:01.198848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:01.198880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:01.319021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:01.319188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:01.319227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:01.319256] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:01.322770] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-12-12T20:23:01.323105] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-12T20:23:01.323242] [INFO ] [sig       ] GAMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:01.466857] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GAMB.txt
[2025-12-12T20:23:01.467017] [INFO ] [sig       ] [1359/3596] Completed GAMB in 0.3s | 2.85 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:01.467056] [INFO ] [sig       ] [1360/3596] Forecasting GANX...
[2025-12-12T20:23:01.467113] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-12T20:23:01.467144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-12T20:23:01.479488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-12T20:23:01.479936] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-12T20:23:01.480771] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-12T20:23:01.480822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:01.480868] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:01.480896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:01.480951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:01.538723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:01.539636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:01.539756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:01.539788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:01.683814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:01.684017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:01.684061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:01.684091] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:01.687916] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-12T20:23:01.688318] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-12T20:23:01.688474] [INFO ] [sig       ] GANX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:01.836454] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GANX.txt
[2025-12-12T20:23:01.836647] [INFO ] [sig       ] [1360/3596] Completed GANX in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:01.836688] [INFO ] [sig       ] [1361/3596] Forecasting GASS...
[2025-12-12T20:23:01.836718] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-12T20:23:01.836747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-12T20:23:01.849600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-12T20:23:01.850086] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-12T20:23:01.851096] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-12T20:23:01.851173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:01.851205] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:01.851231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:01.851286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:01.910109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:01.911099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:01.911219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:01.911252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:02.036432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:02.036636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:02.036681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:02.036709] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:02.040420] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-12T20:23:02.040859] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-12T20:23:02.041011] [INFO ] [sig       ] GASS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:02.190022] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GASS.txt
[2025-12-12T20:23:02.190200] [INFO ] [sig       ] [1361/3596] Completed GASS in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:02.190241] [INFO ] [sig       ] [1362/3596] Forecasting GATX...
[2025-12-12T20:23:02.190273] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-12T20:23:02.190314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-12T20:23:02.203799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-12T20:23:02.204236] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-12T20:23:02.205085] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-12T20:23:02.205138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:02.205170] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:02.205197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:02.205255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:02.264741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:02.265747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:02.265840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:02.265873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:02.392208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:02.392374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:02.392415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:02.392444] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:02.395901] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-12T20:23:02.396179] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-12T20:23:02.396307] [INFO ] [sig       ] GATX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:02.540462] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GATX.txt
[2025-12-12T20:23:02.540659] [INFO ] [sig       ] [1362/3596] Completed GATX in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:02.540721] [INFO ] [sig       ] [1363/3596] Forecasting GAUZ...
[2025-12-12T20:23:02.540760] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-12T20:23:02.540797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-12T20:23:02.555168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-12T20:23:02.555806] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-12T20:23:02.556786] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-12T20:23:02.556841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:02.556875] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:02.556910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:02.557051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:02.620780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:02.622070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:02.622195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:02.622237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:02.750708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:02.750963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:02.751008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:02.751039] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:02.755300] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-12T20:23:02.755804] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-12T20:23:02.755992] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:02.907617] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GAUZ.txt
[2025-12-12T20:23:02.907879] [INFO ] [sig       ] [1363/3596] Completed GAUZ in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:02.907933] [INFO ] [sig       ] [1364/3596] Forecasting GBAB...
[2025-12-12T20:23:02.907982] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-12T20:23:02.908030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-12T20:23:02.922648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-12T20:23:02.923260] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-12T20:23:02.924332] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-12T20:23:02.924390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:02.924424] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:02.924450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:02.924509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:02.993092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:02.994319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:02.994423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:02.994461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:03.129304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:03.129605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:03.129662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:03.129712] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:03.134469] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-12-12T20:23:03.134979] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-12T20:23:03.135152] [INFO ] [sig       ] GBAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:03.317291] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GBAB.txt
[2025-12-12T20:23:03.317547] [INFO ] [sig       ] [1364/3596] Completed GBAB in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:03.317630] [INFO ] [sig       ] [1365/3596] Forecasting GBCI...
[2025-12-12T20:23:03.317664] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-12T20:23:03.317707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-12T20:23:03.333528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-12T20:23:03.334204] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-12T20:23:03.335304] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-12T20:23:03.335362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:03.335399] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:03.335439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:03.335528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:03.397491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:03.398994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:03.399139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:03.399173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:03.539814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:03.540100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:03.540156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:03.540188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:03.545327] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-12T20:23:03.545846] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-12T20:23:03.546049] [INFO ] [sig       ] GBCI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:03.699320] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GBCI.txt
[2025-12-12T20:23:03.699599] [INFO ] [sig       ] [1365/3596] Completed GBCI in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:03.699646] [INFO ] [sig       ] [1366/3596] Forecasting GBDC...
[2025-12-12T20:23:03.699697] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-12T20:23:03.699733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-12T20:23:03.714846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-12T20:23:03.715453] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-12T20:23:03.716468] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-12T20:23:03.716523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:03.716555] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:03.716602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:03.716669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:03.775647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:03.776867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:03.776977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:03.777010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:03.901452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:03.901717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:03.901762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:03.901789] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:03.906011] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-12T20:23:03.906476] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-12T20:23:03.906653] [INFO ] [sig       ] GBDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:04.058503] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GBDC.txt
[2025-12-12T20:23:04.058773] [INFO ] [sig       ] [1366/3596] Completed GBDC in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:04.058818] [INFO ] [sig       ] [1367/3596] Forecasting GBIO...
[2025-12-12T20:23:04.058850] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-12T20:23:04.058881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-12T20:23:04.072664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-12T20:23:04.073175] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-12T20:23:04.074112] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-12T20:23:04.074166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:04.074197] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:04.074224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:04.074283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:04.131741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:04.132911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:04.133012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:04.133043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:04.253865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:04.254092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:04.254140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:04.254197] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:04.258335] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-12-12T20:23:04.258812] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-12T20:23:04.258976] [INFO ] [sig       ] GBIO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:04.421608] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GBIO.txt
[2025-12-12T20:23:04.421844] [INFO ] [sig       ] [1367/3596] Completed GBIO in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:04.421886] [INFO ] [sig       ] [1368/3596] Forecasting GBTG...
[2025-12-12T20:23:04.421917] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-12T20:23:04.421952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-12T20:23:04.436491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-12T20:23:04.437067] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-12T20:23:04.438279] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-12T20:23:04.438362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:04.438407] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:04.438444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:04.438525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:04.509859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:04.511149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:04.511268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:04.511311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:04.652239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:04.652408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:04.652452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:04.652485] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:04.656138] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-12T20:23:04.656453] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-12T20:23:04.656623] [INFO ] [sig       ] GBTG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:04.816610] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GBTG.txt
[2025-12-12T20:23:04.816893] [INFO ] [sig       ] [1368/3596] Completed GBTG in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:04.816947] [INFO ] [sig       ] [1369/3596] Forecasting GBX...
[2025-12-12T20:23:04.816979] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-12T20:23:04.817023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-12T20:23:04.835015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-12T20:23:04.837008] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-12T20:23:04.839050] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-12T20:23:04.839179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:04.839215] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:04.839242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:04.839306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:04.901535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:04.902907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:04.903044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:04.903129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:05.058542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:05.058833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:05.058887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:05.058922] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:05.064352] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-12T20:23:05.065046] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-12T20:23:05.065271] [INFO ] [sig       ] GBX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:05.281830] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GBX.txt
[2025-12-12T20:23:05.282163] [INFO ] [sig       ] [1369/3596] Completed GBX in 0.5s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:05.282235] [INFO ] [sig       ] [1370/3596] Forecasting GCBC...
[2025-12-12T20:23:05.282294] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-12T20:23:05.282350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-12T20:23:05.300118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-12T20:23:05.300851] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-12T20:23:05.302210] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-12T20:23:05.302280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:05.302322] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:05.302358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:05.302436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:05.385468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:05.386765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:05.386888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:05.386923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:05.524563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:05.524820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:05.524867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:05.524897] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:05.529914] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-12T20:23:05.530490] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-12T20:23:05.530722] [INFO ] [sig       ] GCBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:05.721362] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GCBC.txt
[2025-12-12T20:23:05.721628] [INFO ] [sig       ] [1370/3596] Completed GCBC in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.1m
[2025-12-12T20:23:05.721677] [INFO ] [sig       ] [1371/3596] Forecasting GCMG...
[2025-12-12T20:23:05.721708] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-12T20:23:05.721744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-12T20:23:05.738250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-12T20:23:05.738965] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-12T20:23:05.740061] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-12T20:23:05.740129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:05.740172] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:05.740243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:05.740332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:05.808561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:05.810119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:05.810293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:05.810343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:05.960795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:05.961035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:05.961080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:05.961110] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:05.965494] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-12T20:23:05.966081] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-12T20:23:05.966274] [INFO ] [sig       ] GCMG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:06.127338] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GCMG.txt
[2025-12-12T20:23:06.128154] [INFO ] [sig       ] [1371/3596] Completed GCMG in 0.4s | 2.84 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-12T20:23:06.128232] [INFO ] [sig       ] [1372/3596] Forecasting GCO...
[2025-12-12T20:23:06.128266] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-12T20:23:06.128305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-12T20:23:06.141522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-12T20:23:06.142028] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-12T20:23:06.142985] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-12T20:23:06.143039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:06.143074] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:06.143102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:06.143162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:06.201748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:06.202843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:06.202936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:06.202973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:06.324343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:06.324509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:06.324549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:06.324596] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:06.328051] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-12T20:23:06.328343] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-12T20:23:06.328495] [INFO ] [sig       ] GCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:06.469663] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GCO.txt
[2025-12-12T20:23:06.469852] [INFO ] [sig       ] [1372/3596] Completed GCO in 0.3s | 2.84 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-12T20:23:06.469890] [INFO ] [sig       ] [1373/3596] Forecasting GD...
[2025-12-12T20:23:06.469919] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-12T20:23:06.469950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-12T20:23:06.482974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-12T20:23:06.483352] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-12T20:23:06.484165] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-12T20:23:06.484218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:06.484249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:06.484274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:06.484335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:06.545366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:06.546234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:06.546318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:06.546351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:06.662740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:06.662896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:06.662935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:06.662964] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:06.666283] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-12-12T20:23:06.666594] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-12T20:23:06.666727] [INFO ] [sig       ] GD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:06.810478] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GD.txt
[2025-12-12T20:23:06.810657] [INFO ] [sig       ] [1373/3596] Completed GD in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:06.810698] [INFO ] [sig       ] [1374/3596] Forecasting GDC...
[2025-12-12T20:23:06.810728] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-12T20:23:06.810760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-12T20:23:06.825151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-12T20:23:06.825773] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-12T20:23:06.826811] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-12T20:23:06.826871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:06.826904] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:06.826932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:06.826993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:06.893195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:06.894596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:06.894728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:06.894760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:07.024308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:07.024474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:07.024515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:07.024547] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:07.027960] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-12T20:23:07.028242] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-12T20:23:07.028369] [INFO ] [sig       ] GDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:07.169425] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GDC.txt
[2025-12-12T20:23:07.169604] [INFO ] [sig       ] [1374/3596] Completed GDC in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:07.169645] [INFO ] [sig       ] [1375/3596] Forecasting GDDY...
[2025-12-12T20:23:07.169696] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-12T20:23:07.169732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-12T20:23:07.184674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-12T20:23:07.185267] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-12T20:23:07.186286] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-12T20:23:07.186340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:07.186371] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:07.186397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:07.186453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:07.259319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:07.260396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:07.260490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:07.260523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:07.400279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:07.400437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:07.400480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:07.400509] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:07.403915] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-12-12T20:23:07.404213] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-12T20:23:07.404343] [INFO ] [sig       ] GDDY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:07.575995] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GDDY.txt
[2025-12-12T20:23:07.576171] [INFO ] [sig       ] [1375/3596] Completed GDDY in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:07.576211] [INFO ] [sig       ] [1376/3596] Forecasting GDEN...
[2025-12-12T20:23:07.576242] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-12T20:23:07.576274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-12T20:23:07.593549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-12T20:23:07.594273] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-12T20:23:07.595547] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-12T20:23:07.595673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:07.595718] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:07.595753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:07.595838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:07.673288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:07.674569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:07.674697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:07.674734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:07.818386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:07.818650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:07.818698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:07.818731] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:07.823298] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=43.86%)
[2025-12-12T20:23:07.823793] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-12T20:23:07.823975] [INFO ] [sig       ] GDEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:08.004034] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GDEN.txt
[2025-12-12T20:23:08.004219] [INFO ] [sig       ] [1376/3596] Completed GDEN in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:08.004288] [INFO ] [sig       ] [1377/3596] Forecasting GDRX...
[2025-12-12T20:23:08.004318] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-12T20:23:08.004349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-12T20:23:08.016870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-12T20:23:08.017275] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-12T20:23:08.018138] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-12T20:23:08.018191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:08.018222] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:08.018248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:08.018304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:08.074150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:08.075074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:08.075157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:08.075188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:08.193080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:08.193244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:08.193283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:08.193312] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:08.196806] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=77.91%)
[2025-12-12T20:23:08.197178] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-12T20:23:08.197322] [INFO ] [sig       ] GDRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:08.342853] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GDRX.txt
[2025-12-12T20:23:08.343012] [INFO ] [sig       ] [1377/3596] Completed GDRX in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:08.343050] [INFO ] [sig       ] [1378/3596] Forecasting GDS...
[2025-12-12T20:23:08.343080] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-12T20:23:08.343111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-12T20:23:08.355808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-12T20:23:08.356228] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-12T20:23:08.357049] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-12T20:23:08.357102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:08.357136] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:08.357164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:08.357221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:08.414164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:08.415043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:08.415122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:08.415155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:08.537624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:08.537782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:08.537822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:08.537850] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:08.541149] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-12-12T20:23:08.541426] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-12T20:23:08.541552] [INFO ] [sig       ] GDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:08.683451] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GDS.txt
[2025-12-12T20:23:08.683645] [INFO ] [sig       ] [1378/3596] Completed GDS in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:08.683688] [INFO ] [sig       ] [1379/3596] Forecasting GDYN...
[2025-12-12T20:23:08.683719] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-12T20:23:08.683748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-12T20:23:08.696181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-12T20:23:08.696562] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-12T20:23:08.697363] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-12T20:23:08.697415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:08.697446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:08.697472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:08.697527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:08.753911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:08.754784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:08.754864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:08.754896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:08.876218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:08.876379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:08.876418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:08.876446] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:08.879810] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-12T20:23:08.880086] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-12T20:23:08.880211] [INFO ] [sig       ] GDYN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:09.017140] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GDYN.txt
[2025-12-12T20:23:09.017277] [INFO ] [sig       ] [1379/3596] Completed GDYN in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:09.017315] [INFO ] [sig       ] [1380/3596] Forecasting GE...
[2025-12-12T20:23:09.017345] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-12T20:23:09.017375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-12T20:23:09.033601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-12T20:23:09.034000] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-12T20:23:09.034817] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-12T20:23:09.034869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:09.034899] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:09.034955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:09.035013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:09.091337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:09.092000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:09.092077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:09.092108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:09.211727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:09.211917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:09.211960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:09.211988] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:09.215314] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=65.36%)
[2025-12-12T20:23:09.215603] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-12T20:23:09.215731] [INFO ] [sig       ] GE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:09.350888] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GE.txt
[2025-12-12T20:23:09.351025] [INFO ] [sig       ] [1380/3596] Completed GE in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:09.351063] [INFO ] [sig       ] [1381/3596] Forecasting GECC...
[2025-12-12T20:23:09.351092] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-12T20:23:09.351122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-12T20:23:09.362999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-12T20:23:09.363325] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-12T20:23:09.364099] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-12T20:23:09.364150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:09.364180] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:09.364206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:09.364260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:09.423022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:09.423884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:09.423969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:09.424002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:09.554784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:09.554952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:09.555000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:09.555029] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:09.558491] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=77.40%)
[2025-12-12T20:23:09.558781] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-12T20:23:09.558901] [INFO ] [sig       ] GECC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:09.695750] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GECC.txt
[2025-12-12T20:23:09.695882] [INFO ] [sig       ] [1381/3596] Completed GECC in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:09.695927] [INFO ] [sig       ] [1382/3596] Forecasting GEF...
[2025-12-12T20:23:09.695963] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-12T20:23:09.695998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-12T20:23:09.707118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-12T20:23:09.707388] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-12T20:23:09.708177] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-12T20:23:09.708228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:09.708258] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:09.708285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:09.708340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:09.765534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:09.766170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:09.766245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:09.766277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:09.897359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:09.897519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:09.897561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:09.897609] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:09.901088] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2025-12-12T20:23:09.901371] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-12T20:23:09.901499] [INFO ] [sig       ] GEF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:10.040562] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GEF.txt
[2025-12-12T20:23:10.040739] [INFO ] [sig       ] [1382/3596] Completed GEF in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:10.040777] [INFO ] [sig       ] [1383/3596] Forecasting GEHC...
[2025-12-12T20:23:10.040806] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-12T20:23:10.040835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-12T20:23:10.051723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-12T20:23:10.051991] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-12T20:23:10.052767] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-12T20:23:10.052817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:10.052848] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:10.052873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:10.052933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:10.109310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:10.110194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:10.110278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:10.110310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:10.233921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:10.234072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:10.234111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:10.234139] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:10.237505] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-12T20:23:10.237795] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-12T20:23:10.237928] [INFO ] [sig       ] GEHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:10.380426] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GEHC.txt
[2025-12-12T20:23:10.380610] [INFO ] [sig       ] [1383/3596] Completed GEHC in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:10.380651] [INFO ] [sig       ] [1384/3596] Forecasting GEL...
[2025-12-12T20:23:10.380680] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-12T20:23:10.380711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-12T20:23:10.393170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-12T20:23:10.393479] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-12T20:23:10.394294] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-12T20:23:10.394346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:10.394398] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:10.394426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:10.394482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:10.463983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:10.465131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:10.465250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:10.465309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:10.591092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:10.591247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:10.591286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:10.591314] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:10.594707] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-12T20:23:10.594980] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-12T20:23:10.595099] [INFO ] [sig       ] GEL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:10.733789] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GEL.txt
[2025-12-12T20:23:10.733986] [INFO ] [sig       ] [1384/3596] Completed GEL in 0.4s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:10.734036] [INFO ] [sig       ] [1385/3596] Forecasting GEN...
[2025-12-12T20:23:10.734065] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-12T20:23:10.734095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-12T20:23:10.745842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-12T20:23:10.746219] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-12T20:23:10.747066] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-12T20:23:10.747120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:10.747152] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:10.747180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:10.747236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:10.804990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:10.805833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:10.805913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:10.805951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:10.924480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:10.924657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:10.924699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:10.924729] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:10.928158] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-12T20:23:10.928467] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-12T20:23:10.928647] [INFO ] [sig       ] GEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:11.066473] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GEN.txt
[2025-12-12T20:23:11.066625] [INFO ] [sig       ] [1385/3596] Completed GEN in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:11.066664] [INFO ] [sig       ] [1386/3596] Forecasting GENI...
[2025-12-12T20:23:11.066693] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-12T20:23:11.066724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-12T20:23:11.078145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-12T20:23:11.078534] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-12T20:23:11.079338] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-12T20:23:11.079390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:11.079422] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:11.079450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:11.079507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:11.137299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:11.138162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:11.138243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:11.138276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:11.255166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:11.255318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:11.255357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:11.255384] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:11.258733] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-12T20:23:11.259025] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-12T20:23:11.259149] [INFO ] [sig       ] GENI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:11.404204] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GENI.txt
[2025-12-12T20:23:11.404376] [INFO ] [sig       ] [1386/3596] Completed GENI in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:11.404418] [INFO ] [sig       ] [1387/3596] Forecasting GENK...
[2025-12-12T20:23:11.404450] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-12T20:23:11.404481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-12T20:23:11.416134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-12T20:23:11.416505] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-12T20:23:11.417336] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-12T20:23:11.417390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:11.417424] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:11.417452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:11.417509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:11.476232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:11.477087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:11.477175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:11.477208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:11.603213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:11.603373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:11.603413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:11.603441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:11.606871] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-12T20:23:11.607157] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-12T20:23:11.607284] [INFO ] [sig       ] GENK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:11.750077] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GENK.txt
[2025-12-12T20:23:11.750209] [INFO ] [sig       ] [1387/3596] Completed GENK in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 13.0m
[2025-12-12T20:23:11.750254] [INFO ] [sig       ] [1388/3596] Forecasting GEOS...
[2025-12-12T20:23:11.750284] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-12T20:23:11.750314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-12T20:23:11.761529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-12T20:23:11.761823] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-12T20:23:11.762621] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-12T20:23:11.762672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:11.762703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:11.762729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:11.762784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:11.819286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:11.819959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:11.820034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:11.820065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:11.938556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:11.938713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:11.938753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:11.938781] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:11.942129] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-12-12T20:23:11.942404] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-12T20:23:11.942526] [INFO ] [sig       ] GEOS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:12.082526] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GEOS.txt
[2025-12-12T20:23:12.082682] [INFO ] [sig       ] [1388/3596] Completed GEOS in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-12T20:23:12.082721] [INFO ] [sig       ] [1389/3596] Forecasting GERN...
[2025-12-12T20:23:12.082750] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-12T20:23:12.082783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-12T20:23:12.094744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-12T20:23:12.095040] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-12T20:23:12.096045] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-12T20:23:12.096096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:12.096127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:12.096152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:12.096206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:12.155088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:12.155767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:12.155841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:12.155873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:12.276518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:12.276686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:12.276726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:12.276758] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:12.280912] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-12-12T20:23:12.281194] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-12T20:23:12.281529] [INFO ] [sig       ] GERN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:12.424329] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GERN.txt
[2025-12-12T20:23:12.424495] [INFO ] [sig       ] [1389/3596] Completed GERN in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-12T20:23:12.424543] [INFO ] [sig       ] [1390/3596] Forecasting GES...
[2025-12-12T20:23:12.424591] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-12T20:23:12.424624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-12T20:23:12.436720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-12T20:23:12.437040] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-12T20:23:12.438028] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-12T20:23:12.438078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:12.438108] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:12.438134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:12.438189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:12.494866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:12.495631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:12.495737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:12.495770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:12.615861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:12.616023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:12.616063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:12.616092] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:12.619414] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-12T20:23:12.619732] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-12T20:23:12.619866] [INFO ] [sig       ] GES: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:12.773112] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GES.txt
[2025-12-12T20:23:12.773278] [INFO ] [sig       ] [1390/3596] Completed GES in 0.3s | 2.84 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-12T20:23:12.773316] [INFO ] [sig       ] [1391/3596] Forecasting GEVO...
[2025-12-12T20:23:12.773346] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-12T20:23:12.773375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-12T20:23:12.786024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-12T20:23:12.786610] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-12T20:23:12.787412] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-12T20:23:12.787464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:12.787496] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:12.787522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:12.787597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:12.850348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:12.851210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:12.851290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:12.851324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:12.985537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:12.985707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:12.985784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:12.985816] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:12.989756] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-12T20:23:12.990045] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-12T20:23:12.990173] [INFO ] [sig       ] GEVO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:13.158397] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GEVO.txt
[2025-12-12T20:23:13.158614] [INFO ] [sig       ] [1391/3596] Completed GEVO in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:13.158661] [INFO ] [sig       ] [1392/3596] Forecasting GFF...
[2025-12-12T20:23:13.158691] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-12T20:23:13.158723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-12T20:23:13.171761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-12T20:23:13.172127] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-12T20:23:13.173101] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-12T20:23:13.173156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:13.173189] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:13.173216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:13.173272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:13.238625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:13.239515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:13.239612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:13.239648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:13.364384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:13.364549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:13.364617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:13.364663] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:13.369296] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-12T20:23:13.369699] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-12T20:23:13.369872] [INFO ] [sig       ] GFF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:13.554888] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GFF.txt
[2025-12-12T20:23:13.555134] [INFO ] [sig       ] [1392/3596] Completed GFF in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:13.555197] [INFO ] [sig       ] [1393/3596] Forecasting GFI...
[2025-12-12T20:23:13.555245] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-12T20:23:13.555295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-12T20:23:13.571040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-12T20:23:13.571666] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-12T20:23:13.572906] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-12T20:23:13.572980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:13.573038] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:13.573093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:13.573187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:13.643127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:13.644028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:13.644129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:13.644163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:13.781268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:13.781632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:13.781674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:13.781702] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:13.785603] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-12-12T20:23:13.785936] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-12T20:23:13.786066] [INFO ] [sig       ] GFI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:13.955504] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GFI.txt
[2025-12-12T20:23:13.955779] [INFO ] [sig       ] [1393/3596] Completed GFI in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:13.955837] [INFO ] [sig       ] [1394/3596] Forecasting GFL...
[2025-12-12T20:23:13.955888] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-12T20:23:13.955934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-12T20:23:13.968717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-12T20:23:13.969082] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-12T20:23:13.970102] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-12T20:23:13.970155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:13.970359] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:13.970386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:13.970443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:14.028853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:14.029795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:14.029885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:14.029917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:14.154162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:14.154322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:14.154362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:14.154391] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:14.158086] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-12-12T20:23:14.158639] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-12T20:23:14.158778] [INFO ] [sig       ] GFL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:14.327895] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GFL.txt
[2025-12-12T20:23:14.328052] [INFO ] [sig       ] [1394/3596] Completed GFL in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:14.328091] [INFO ] [sig       ] [1395/3596] Forecasting GFS...
[2025-12-12T20:23:14.328121] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-12T20:23:14.328151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-12T20:23:14.340088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-12T20:23:14.340513] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-12T20:23:14.341412] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-12T20:23:14.341465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:14.341497] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:14.341537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:14.341626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:14.401314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:14.402254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:14.402345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:14.402379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:14.521383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:14.521537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:14.521595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:14.521626] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:14.525001] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-12T20:23:14.525279] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-12T20:23:14.525400] [INFO ] [sig       ] GFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:14.682707] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GFS.txt
[2025-12-12T20:23:14.682889] [INFO ] [sig       ] [1395/3596] Completed GFS in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:14.682928] [INFO ] [sig       ] [1396/3596] Forecasting GGAL...
[2025-12-12T20:23:14.682958] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-12T20:23:14.682987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-12T20:23:14.694159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-12T20:23:14.694486] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-12T20:23:14.695290] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-12T20:23:14.695342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:14.695375] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:14.695401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:14.695457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:14.752814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:14.753699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:14.753781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:14.753815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:14.880518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:14.880710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:14.880764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:14.880816] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:14.885917] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-12-12T20:23:14.886389] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-12T20:23:14.886597] [INFO ] [sig       ] GGAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:15.043951] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GGAL.txt
[2025-12-12T20:23:15.044117] [INFO ] [sig       ] [1396/3596] Completed GGAL in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:15.044157] [INFO ] [sig       ] [1397/3596] Forecasting GGB...
[2025-12-12T20:23:15.044187] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-12T20:23:15.044219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-12T20:23:15.055821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-12T20:23:15.056220] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-12T20:23:15.057076] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-12T20:23:15.057130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:15.057198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:15.057237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:15.057318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:15.115513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:15.116371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:15.116452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:15.116486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:15.235504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:15.235679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:15.235720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:15.235749] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:15.239235] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-12-12T20:23:15.239542] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-12T20:23:15.239713] [INFO ] [sig       ] GGB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:15.394137] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GGB.txt
[2025-12-12T20:23:15.394294] [INFO ] [sig       ] [1397/3596] Completed GGB in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:15.394335] [INFO ] [sig       ] [1398/3596] Forecasting GGG...
[2025-12-12T20:23:15.394366] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-12T20:23:15.394398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-12T20:23:15.405880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-12T20:23:15.406172] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-12T20:23:15.407005] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-12T20:23:15.407059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:15.407091] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:15.407119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:15.407174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:15.467041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:15.467896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:15.467977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:15.468010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:15.598598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:15.598752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:15.598793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:15.598821] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:15.602266] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-12T20:23:15.602586] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-12T20:23:15.602717] [INFO ] [sig       ] GGG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:15.748394] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GGG.txt
[2025-12-12T20:23:15.748549] [INFO ] [sig       ] [1398/3596] Completed GGG in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:15.748605] [INFO ] [sig       ] [1399/3596] Forecasting GGLL...
[2025-12-12T20:23:15.748636] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-12T20:23:15.748671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-12T20:23:15.760334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-12T20:23:15.760666] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-12T20:23:15.761456] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-12T20:23:15.761508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:15.761540] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:15.761566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:15.761661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:15.821380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:15.822268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:15.822350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:15.822384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:15.939937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:15.940102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:15.940149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:15.940184] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:15.944205] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-12T20:23:15.944539] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-12T20:23:15.944693] [INFO ] [sig       ] GGLL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:16.107062] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GGLL.txt
[2025-12-12T20:23:16.107424] [INFO ] [sig       ] [1399/3596] Completed GGLL in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:16.107462] [INFO ] [sig       ] [1400/3596] Forecasting GGLS...
[2025-12-12T20:23:16.107490] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-12T20:23:16.107523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-12T20:23:16.120220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-12T20:23:16.120611] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-12T20:23:16.121424] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-12T20:23:16.121481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:16.121512] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:16.121538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:16.121616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:16.184283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:16.185386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:16.185469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:16.185513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:16.309289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:16.309437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:16.309476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:16.309537] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:16.313222] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-12-12T20:23:16.313493] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-12T20:23:16.313631] [INFO ] [sig       ] GGLS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:16.451923] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GGLS.txt
[2025-12-12T20:23:16.452085] [INFO ] [sig       ] [1400/3596] Completed GGLS in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:16.452125] [INFO ] [sig       ] [1401/3596] Forecasting GH...
[2025-12-12T20:23:16.452154] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-12T20:23:16.452185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-12T20:23:16.463871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-12T20:23:16.464166] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-12T20:23:16.464952] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-12T20:23:16.465009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:16.465046] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:16.465078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:16.465146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:16.524498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:16.525263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:16.525339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:16.525372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:16.652121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:16.652275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:16.652314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:16.652344] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:16.655751] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-12-12T20:23:16.656034] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-12T20:23:16.656163] [INFO ] [sig       ] GH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:16.804841] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GH.txt
[2025-12-12T20:23:16.804987] [INFO ] [sig       ] [1401/3596] Completed GH in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:16.805026] [INFO ] [sig       ] [1402/3596] Forecasting GHI...
[2025-12-12T20:23:16.805054] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-12T20:23:16.805090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-12T20:23:16.817799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-12T20:23:16.818143] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-12T20:23:16.818975] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-12T20:23:16.819027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:16.819059] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:16.819086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:16.819141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:16.880687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:16.881505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:16.881603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:16.881639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:17.005822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:17.005990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:17.006030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:17.006059] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:17.009733] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-12-12T20:23:17.010060] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-12T20:23:17.010200] [INFO ] [sig       ] GHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:17.164257] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GHI.txt
[2025-12-12T20:23:17.164420] [INFO ] [sig       ] [1402/3596] Completed GHI in 0.4s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:17.164458] [INFO ] [sig       ] [1403/3596] Forecasting GHM...
[2025-12-12T20:23:17.164488] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-12T20:23:17.164518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-12T20:23:17.175800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-12T20:23:17.176129] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-12T20:23:17.176903] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-12T20:23:17.176954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:17.176984] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:17.177010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:17.177065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:17.235011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:17.236083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:17.236163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:17.236195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:17.356184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:17.356342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:17.356383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:17.356410] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:17.360013] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-12-12T20:23:17.360286] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-12T20:23:17.360407] [INFO ] [sig       ] GHM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:17.499413] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GHM.txt
[2025-12-12T20:23:17.499585] [INFO ] [sig       ] [1403/3596] Completed GHM in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:17.499625] [INFO ] [sig       ] [1404/3596] Forecasting GHRS...
[2025-12-12T20:23:17.499655] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-12T20:23:17.499705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-12T20:23:17.510807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-12T20:23:17.511137] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-12T20:23:17.511935] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-12T20:23:17.511986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:17.512017] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:17.512043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:17.512104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:17.569224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:17.570137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:17.570227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:17.570259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:17.690114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:17.690299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:17.690340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:17.690368] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:17.693753] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-12T20:23:17.694021] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-12T20:23:17.694145] [INFO ] [sig       ] GHRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:17.832560] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GHRS.txt
[2025-12-12T20:23:17.832738] [INFO ] [sig       ] [1404/3596] Completed GHRS in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.9m
[2025-12-12T20:23:17.832783] [INFO ] [sig       ] [1405/3596] Forecasting GHY...
[2025-12-12T20:23:17.832812] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-12T20:23:17.832842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-12T20:23:17.844198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-12T20:23:17.844520] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-12T20:23:17.845289] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-12T20:23:17.845340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:17.845372] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:17.845398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:17.845452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:17.901998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:17.902850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:17.902928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:17.902959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:18.021002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:18.021171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:18.021214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:18.021242] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:18.024753] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-12T20:23:18.025040] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-12T20:23:18.025172] [INFO ] [sig       ] GHY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:18.164501] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GHY.txt
[2025-12-12T20:23:18.164681] [INFO ] [sig       ] [1405/3596] Completed GHY in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-12T20:23:18.164721] [INFO ] [sig       ] [1406/3596] Forecasting GIB...
[2025-12-12T20:23:18.164749] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-12T20:23:18.164779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-12T20:23:18.176280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-12T20:23:18.176662] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-12T20:23:18.177426] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-12T20:23:18.177478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:18.177509] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:18.177534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:18.177610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:18.235324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:18.236166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:18.236249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:18.236282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:18.354235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:18.354394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:18.354433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:18.354463] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:18.357853] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2025-12-12T20:23:18.358140] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-12T20:23:18.358268] [INFO ] [sig       ] GIB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:18.501279] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GIB.txt
[2025-12-12T20:23:18.501431] [INFO ] [sig       ] [1406/3596] Completed GIB in 0.3s | 2.84 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-12T20:23:18.501469] [INFO ] [sig       ] [1407/3596] Forecasting GIFI...
[2025-12-12T20:23:18.501498] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-12T20:23:18.501527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-12T20:23:18.513798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-12T20:23:18.514120] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-12T20:23:18.514892] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-12T20:23:18.514943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:18.514973] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:18.515001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:18.515057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:18.571687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:18.572315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:18.572420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:18.572453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:18.690499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:18.690674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:18.690715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:18.690745] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:18.694129] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=64.53%)
[2025-12-12T20:23:18.694402] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-12T20:23:18.694529] [INFO ] [sig       ] GIFI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:18.834481] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GIFI.txt
[2025-12-12T20:23:18.834638] [INFO ] [sig       ] [1407/3596] Completed GIFI in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:18.834678] [INFO ] [sig       ] [1408/3596] Forecasting GIII...
[2025-12-12T20:23:18.834707] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-12T20:23:18.834739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-12T20:23:18.846410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-12T20:23:18.846723] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-12T20:23:18.847536] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-12T20:23:18.847615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:18.847668] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:18.847698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:18.847755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:18.906438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:18.907149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:18.907228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:18.907260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:19.028116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:19.028267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:19.028305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:19.028333] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:19.032089] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-12T20:23:19.032362] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-12T20:23:19.032486] [INFO ] [sig       ] GIII: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:19.181555] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GIII.txt
[2025-12-12T20:23:19.181734] [INFO ] [sig       ] [1408/3596] Completed GIII in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:19.181772] [INFO ] [sig       ] [1409/3596] Forecasting GIL...
[2025-12-12T20:23:19.181801] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-12T20:23:19.181833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-12T20:23:19.198544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-12T20:23:19.199205] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-12T20:23:19.200523] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-12T20:23:19.200626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:19.200673] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:19.200713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:19.200864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:19.266496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:19.267681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:19.267797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:19.267835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:19.399554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:19.399881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:19.399928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:19.399959] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:19.404094] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-12-12T20:23:19.404515] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-12T20:23:19.404713] [INFO ] [sig       ] GIL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:19.550191] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GIL.txt
[2025-12-12T20:23:19.550332] [INFO ] [sig       ] [1409/3596] Completed GIL in 0.4s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:19.550371] [INFO ] [sig       ] [1410/3596] Forecasting GILD...
[2025-12-12T20:23:19.550414] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-12T20:23:19.550468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-12T20:23:19.562116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-12T20:23:19.562425] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-12T20:23:19.563229] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-12T20:23:19.563282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:19.563315] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:19.563341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:19.563399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:19.623367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:19.624172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:19.624252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:19.624285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:19.744206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:19.744364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:19.744404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:19.744433] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:19.747857] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-12T20:23:19.748151] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-12T20:23:19.748294] [INFO ] [sig       ] GILD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:19.885662] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GILD.txt
[2025-12-12T20:23:19.885845] [INFO ] [sig       ] [1410/3596] Completed GILD in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:19.885888] [INFO ] [sig       ] [1411/3596] Forecasting GIS...
[2025-12-12T20:23:19.885919] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-12T20:23:19.885951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-12T20:23:19.897683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-12T20:23:19.898037] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-12T20:23:19.898894] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-12T20:23:19.898947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:19.898980] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:19.899006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:19.899062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:19.959407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:19.960305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:19.960404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:19.960439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:20.080388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:20.080547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:20.080608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:20.080640] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:20.083987] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=76.37%)
[2025-12-12T20:23:20.084272] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-12T20:23:20.084414] [INFO ] [sig       ] GIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:20.242834] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GIS.txt
[2025-12-12T20:23:20.242995] [INFO ] [sig       ] [1411/3596] Completed GIS in 0.4s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:20.243038] [INFO ] [sig       ] [1412/3596] Forecasting GKOS...
[2025-12-12T20:23:20.243069] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-12T20:23:20.243105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-12T20:23:20.255010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-12T20:23:20.255380] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-12T20:23:20.256173] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-12T20:23:20.256225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:20.256256] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:20.256283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:20.256339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:20.313733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:20.314609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:20.314691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:20.314723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:20.436731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:20.436892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:20.436931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:20.436959] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:20.440468] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-12T20:23:20.440784] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-12T20:23:20.440912] [INFO ] [sig       ] GKOS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:20.582113] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GKOS.txt
[2025-12-12T20:23:20.582278] [INFO ] [sig       ] [1412/3596] Completed GKOS in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:20.582316] [INFO ] [sig       ] [1413/3596] Forecasting GL...
[2025-12-12T20:23:20.582344] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-12T20:23:20.582375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-12T20:23:20.594145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-12T20:23:20.594496] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-12T20:23:20.595306] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-12T20:23:20.595359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:20.595390] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:20.595416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:20.595471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:20.652754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:20.653605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:20.653687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:20.653719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:20.778751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:20.778910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:20.778951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:20.778982] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:20.782599] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-12T20:23:20.782950] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-12T20:23:20.783111] [INFO ] [sig       ] GL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:20.936034] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GL.txt
[2025-12-12T20:23:20.936203] [INFO ] [sig       ] [1413/3596] Completed GL in 0.4s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:20.936263] [INFO ] [sig       ] [1414/3596] Forecasting GLAD...
[2025-12-12T20:23:20.936311] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-12T20:23:20.936343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-12T20:23:20.951603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-12T20:23:20.952123] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-12T20:23:20.953328] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-12T20:23:20.953407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:20.953498] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:20.953544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:20.953655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:21.025350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:21.026208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:21.026287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:21.026320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:21.147208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:21.147353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:21.147392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:21.147420] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:21.150961] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-12-12T20:23:21.151235] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-12T20:23:21.151356] [INFO ] [sig       ] GLAD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:21.292502] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLAD.txt
[2025-12-12T20:23:21.292657] [INFO ] [sig       ] [1414/3596] Completed GLAD in 0.4s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:21.292698] [INFO ] [sig       ] [1415/3596] Forecasting GLBE...
[2025-12-12T20:23:21.292727] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-12T20:23:21.292757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-12T20:23:21.306865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-12T20:23:21.307236] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-12T20:23:21.308091] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-12T20:23:21.308144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:21.308175] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:21.308202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:21.308258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:21.366529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:21.367140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:21.367216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:21.367247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:21.487871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:21.488032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:21.488111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:21.488144] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:21.491633] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=45.64%)
[2025-12-12T20:23:21.491914] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-12T20:23:21.492041] [INFO ] [sig       ] GLBE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:21.633195] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLBE.txt
[2025-12-12T20:23:21.633338] [INFO ] [sig       ] [1415/3596] Completed GLBE in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:21.633376] [INFO ] [sig       ] [1416/3596] Forecasting GLBS...
[2025-12-12T20:23:21.633404] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-12T20:23:21.633434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-12T20:23:21.646832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-12T20:23:21.647111] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-12T20:23:21.648177] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-12T20:23:21.648242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:21.648282] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:21.648314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:21.648370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:21.707569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:21.708181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:21.708256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:21.708289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:21.817270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:21.817411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:21.817449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:21.817476] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:21.820756] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-12T20:23:21.821026] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-12T20:23:21.821146] [INFO ] [sig       ] GLBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:21.966198] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLBS.txt
[2025-12-12T20:23:21.966347] [INFO ] [sig       ] [1416/3596] Completed GLBS in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:21.966384] [INFO ] [sig       ] [1417/3596] Forecasting GLDD...
[2025-12-12T20:23:21.966412] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-12T20:23:21.966442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-12T20:23:21.978527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-12T20:23:21.978938] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-12T20:23:21.979858] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-12T20:23:21.979910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:21.979941] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:21.979967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:21.980022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:22.041528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:22.042871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:22.042961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:22.042993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:22.168837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:22.168987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:22.169025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:22.169084] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:22.172364] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-12T20:23:22.172648] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-12T20:23:22.172767] [INFO ] [sig       ] GLDD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:22.311987] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLDD.txt
[2025-12-12T20:23:22.312159] [INFO ] [sig       ] [1417/3596] Completed GLDD in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:22.312197] [INFO ] [sig       ] [1418/3596] Forecasting GLNG...
[2025-12-12T20:23:22.312225] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-12T20:23:22.312256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-12T20:23:22.324011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-12T20:23:22.324385] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-12T20:23:22.325425] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-12T20:23:22.325479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:22.325512] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:22.325540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:22.325619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:22.383185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:22.384102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:22.384192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:22.384226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:22.505247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:22.505406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:22.505446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:22.505477] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:22.508946] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=42.66%)
[2025-12-12T20:23:22.509259] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-12T20:23:22.509393] [INFO ] [sig       ] GLNG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:22.663700] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLNG.txt
[2025-12-12T20:23:22.663866] [INFO ] [sig       ] [1418/3596] Completed GLNG in 0.4s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:22.663905] [INFO ] [sig       ] [1419/3596] Forecasting GLOB...
[2025-12-12T20:23:22.663934] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-12T20:23:22.663965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-12T20:23:22.676733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-12T20:23:22.677179] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-12T20:23:22.678144] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-12T20:23:22.678212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:22.678269] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:22.678303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:22.678370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:22.736527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:22.737377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:22.737455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:22.737488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:22.859110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:22.859291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:22.859337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:22.859370] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:22.862832] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-12T20:23:22.863145] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-12T20:23:22.863273] [INFO ] [sig       ] GLOB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:23.005869] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLOB.txt
[2025-12-12T20:23:23.006026] [INFO ] [sig       ] [1419/3596] Completed GLOB in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:23.006064] [INFO ] [sig       ] [1420/3596] Forecasting GLP...
[2025-12-12T20:23:23.006094] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-12T20:23:23.006126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-12T20:23:23.018214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-12T20:23:23.018500] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-12T20:23:23.019328] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-12T20:23:23.019380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:23.019412] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:23.019438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:23.019495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:23.078403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:23.079031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:23.079124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:23.079159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:23.198751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:23.198876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:23.198913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:23.198942] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:23.202273] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-12T20:23:23.202543] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-12T20:23:23.202683] [INFO ] [sig       ] GLP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:23.348722] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLP.txt
[2025-12-12T20:23:23.348891] [INFO ] [sig       ] [1420/3596] Completed GLP in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:23.348955] [INFO ] [sig       ] [1421/3596] Forecasting GLPG...
[2025-12-12T20:23:23.348995] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-12T20:23:23.349032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-12T20:23:23.360901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-12T20:23:23.361265] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-12T20:23:23.362308] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-12T20:23:23.362361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:23.362400] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:23.362427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:23.362484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:23.425790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:23.426618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:23.426697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:23.426730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:23.551763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:23.551895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:23.551932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:23.551961] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:23.555159] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-12T20:23:23.555421] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-12T20:23:23.555537] [INFO ] [sig       ] GLPG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:23.695615] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLPG.txt
[2025-12-12T20:23:23.695740] [INFO ] [sig       ] [1421/3596] Completed GLPG in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.8m
[2025-12-12T20:23:23.695784] [INFO ] [sig       ] [1422/3596] Forecasting GLPI...
[2025-12-12T20:23:23.695818] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-12T20:23:23.695849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-12T20:23:23.706930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-12T20:23:23.707226] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-12T20:23:23.708010] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-12T20:23:23.708061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:23.708092] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:23.708117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:23.708172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:23.766259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:23.766882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:23.766956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:23.766988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:23.887036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:23.887196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:23.887238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:23.887267] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:23.890913] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-12-12T20:23:23.891232] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-12T20:23:23.891373] [INFO ] [sig       ] GLPI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:24.040662] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GLPI.txt
[2025-12-12T20:23:24.040821] [INFO ] [sig       ] [1422/3596] Completed GLPI in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-12T20:23:24.040859] [INFO ] [sig       ] [1423/3596] Forecasting GLRE...
[2025-12-12T20:23:24.040896] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-12T20:23:24.040927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-12T20:23:24.053139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-12T20:23:24.053501] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-12T20:23:24.054465] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-12T20:23:24.054517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:24.054548] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:24.054593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:24.054652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:24.112809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:24.113766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:24.113916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:24.113965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:24.234395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:24.234549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:24.234608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:24.234638] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:24.237929] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-12T20:23:24.238216] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-12T20:23:24.238366] [INFO ] [sig       ] GLRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:24.379269] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GLRE.txt
[2025-12-12T20:23:24.379424] [INFO ] [sig       ] [1423/3596] Completed GLRE in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-12T20:23:24.379462] [INFO ] [sig       ] [1424/3596] Forecasting GLSI...
[2025-12-12T20:23:24.379491] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-12T20:23:24.379522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-12T20:23:24.391001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-12T20:23:24.391415] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-12T20:23:24.392268] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-12T20:23:24.392321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:24.392352] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:24.392379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:24.392436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:24.450089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:24.450965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:24.451082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:24.451125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:24.569457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:24.569655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:24.569739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:24.569785] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:24.574568] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=76.16%)
[2025-12-12T20:23:24.574983] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-12T20:23:24.575153] [INFO ] [sig       ] GLSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:24.721960] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GLSI.txt
[2025-12-12T20:23:24.722126] [INFO ] [sig       ] [1424/3596] Completed GLSI in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-12T20:23:24.722165] [INFO ] [sig       ] [1425/3596] Forecasting GLTO...
[2025-12-12T20:23:24.722195] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-12T20:23:24.722226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-12T20:23:24.734373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-12T20:23:24.734795] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-12T20:23:24.735597] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-12T20:23:24.735649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:24.735680] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:24.735707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:24.735762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:24.797773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:24.798794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:24.798892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:24.798935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:24.917357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:24.917514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:24.917556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:24.917608] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:24.921130] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-12T20:23:24.921440] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-12T20:23:24.921598] [INFO ] [sig       ] GLTO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:25.061557] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GLTO.txt
[2025-12-12T20:23:25.061741] [INFO ] [sig       ] [1425/3596] Completed GLTO in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:25.061781] [INFO ] [sig       ] [1426/3596] Forecasting GLUE...
[2025-12-12T20:23:25.061812] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-12T20:23:25.061842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-12T20:23:25.073176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-12T20:23:25.073607] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-12T20:23:25.074442] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-12T20:23:25.074496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:25.074527] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:25.074553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:25.074627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:25.133118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:25.134005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:25.134102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:25.134146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:25.260489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:25.260659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:25.260701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:25.260770] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:25.264200] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-12-12T20:23:25.264479] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-12T20:23:25.264625] [INFO ] [sig       ] GLUE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:25.405972] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GLUE.txt
[2025-12-12T20:23:25.406133] [INFO ] [sig       ] [1426/3596] Completed GLUE in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:25.406173] [INFO ] [sig       ] [1427/3596] Forecasting GMAB...
[2025-12-12T20:23:25.406203] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-12T20:23:25.406234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-12T20:23:25.419288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-12T20:23:25.419642] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-12T20:23:25.420480] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-12T20:23:25.420533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:25.420566] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:25.420612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:25.420670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:25.483173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:25.484053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:25.484144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:25.484179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:25.609035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:25.609193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:25.609235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:25.609267] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:25.612927] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-12-12T20:23:25.613288] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-12T20:23:25.613434] [INFO ] [sig       ] GMAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:25.771968] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GMAB.txt
[2025-12-12T20:23:25.772157] [INFO ] [sig       ] [1427/3596] Completed GMAB in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:25.772198] [INFO ] [sig       ] [1428/3596] Forecasting GME...
[2025-12-12T20:23:25.772229] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-12T20:23:25.772261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-12T20:23:25.784145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-12T20:23:25.784541] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-12T20:23:25.785345] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-12T20:23:25.785397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:25.785429] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:25.785455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:25.785510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:25.843526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:25.844391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:25.844470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:25.844518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:25.968756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:25.968940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:25.968998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:25.969032] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:25.972721] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-12T20:23:25.973052] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-12T20:23:25.973185] [INFO ] [sig       ] GME: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:26.124606] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GME.txt
[2025-12-12T20:23:26.124785] [INFO ] [sig       ] [1428/3596] Completed GME in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:26.124825] [INFO ] [sig       ] [1429/3596] Forecasting GMED...
[2025-12-12T20:23:26.124856] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-12T20:23:26.124888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-12T20:23:26.137301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-12T20:23:26.137709] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-12T20:23:26.138526] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-12T20:23:26.138599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:26.138635] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:26.138663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:26.138721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:26.197745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:26.198679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:26.198760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:26.198794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:26.324661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:26.324828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:26.324878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:26.324914] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:26.328545] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=64.47%)
[2025-12-12T20:23:26.328877] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-12T20:23:26.329012] [INFO ] [sig       ] GMED: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:26.490888] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GMED.txt
[2025-12-12T20:23:26.491105] [INFO ] [sig       ] [1429/3596] Completed GMED in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:26.491159] [INFO ] [sig       ] [1430/3596] Forecasting GMM...
[2025-12-12T20:23:26.491198] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-12T20:23:26.491237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-12T20:23:26.503790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-12T20:23:26.504186] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-12T20:23:26.505097] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-12T20:23:26.505150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:26.505182] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:26.505223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:26.505281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:26.566432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:26.567347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:26.567443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:26.567493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:26.684354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:26.684506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:26.684548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:26.684595] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:26.688372] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-12T20:23:26.688760] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-12T20:23:26.688901] [INFO ] [sig       ] GMM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:26.843859] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GMM.txt
[2025-12-12T20:23:26.844080] [INFO ] [sig       ] [1430/3596] Completed GMM in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:26.844140] [INFO ] [sig       ] [1431/3596] Forecasting GMRE...
[2025-12-12T20:23:26.844186] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-12T20:23:26.844227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-12T20:23:26.856119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-12T20:23:26.856538] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-12T20:23:26.857386] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-12T20:23:26.857440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:26.857500] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:26.857530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:26.857604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:26.916527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:26.917423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:26.917504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:26.917538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:27.046564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:27.046733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:27.046774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:27.046804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:27.050434] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-12T20:23:27.050742] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-12T20:23:27.050895] [INFO ] [sig       ] GMRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:27.192676] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GMRE.txt
[2025-12-12T20:23:27.192853] [INFO ] [sig       ] [1431/3596] Completed GMRE in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:27.192894] [INFO ] [sig       ] [1432/3596] Forecasting GNE...
[2025-12-12T20:23:27.192924] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-12T20:23:27.192955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-12T20:23:27.204655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-12T20:23:27.204996] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-12T20:23:27.205867] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-12T20:23:27.205919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:27.205951] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:27.205978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:27.206035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:27.264186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:27.265078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:27.265158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:27.265191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:27.382883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:27.383049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:27.383089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:27.383119] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:27.386926] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=61.94%)
[2025-12-12T20:23:27.387343] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-12T20:23:27.387496] [INFO ] [sig       ] GNE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:27.540759] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GNE.txt
[2025-12-12T20:23:27.540966] [INFO ] [sig       ] [1432/3596] Completed GNE in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:27.541008] [INFO ] [sig       ] [1433/3596] Forecasting GNK...
[2025-12-12T20:23:27.541037] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-12T20:23:27.541069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-12T20:23:27.553516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-12T20:23:27.553919] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-12T20:23:27.554709] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-12T20:23:27.554760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:27.554792] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:27.554818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:27.554872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:27.612100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:27.613049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:27.613130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:27.613161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:27.737601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:27.737779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:27.737821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:27.737848] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:27.741247] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-12T20:23:27.741543] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-12T20:23:27.741692] [INFO ] [sig       ] GNK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:27.879352] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GNK.txt
[2025-12-12T20:23:27.879507] [INFO ] [sig       ] [1433/3596] Completed GNK in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:27.879545] [INFO ] [sig       ] [1434/3596] Forecasting GNL...
[2025-12-12T20:23:27.879598] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-12T20:23:27.879639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-12T20:23:27.890959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-12T20:23:27.891297] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-12T20:23:27.892087] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-12T20:23:27.892138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:27.892169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:27.892194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:27.892249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:27.949003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:27.949902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:27.949985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:27.950016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:28.067859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:28.068021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:28.068060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:28.068121] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:28.071654] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2025-12-12T20:23:28.071976] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-12T20:23:28.072107] [INFO ] [sig       ] GNL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:28.220042] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GNL.txt
[2025-12-12T20:23:28.220198] [INFO ] [sig       ] [1434/3596] Completed GNL in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:28.220237] [INFO ] [sig       ] [1435/3596] Forecasting GNLN...
[2025-12-12T20:23:28.220267] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-12T20:23:28.220298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-12T20:23:28.232348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-12T20:23:28.232777] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-12T20:23:28.233617] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-12T20:23:28.233671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:28.233704] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:28.233729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:28.233785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:28.291805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:28.292785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:28.292885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:28.292918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:28.405980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:28.406198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:28.406252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:28.406282] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:28.410050] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-12T20:23:28.410478] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-12T20:23:28.410650] [INFO ] [sig       ] GNLN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:28.556121] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GNLN.txt
[2025-12-12T20:23:28.556288] [INFO ] [sig       ] [1435/3596] Completed GNLN in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:28.556328] [INFO ] [sig       ] [1436/3596] Forecasting GNLX...
[2025-12-12T20:23:28.556358] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-12T20:23:28.556388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-12T20:23:28.568349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-12T20:23:28.568783] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-12T20:23:28.569724] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-12T20:23:28.569776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:28.569807] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:28.569832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:28.569887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:28.640474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:28.641390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:28.641484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:28.641517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:28.769004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:28.769179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:28.769234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:28.769271] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:28.773843] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-12T20:23:28.774328] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-12T20:23:28.774525] [INFO ] [sig       ] GNLX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:28.952163] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GNLX.txt
[2025-12-12T20:23:28.952320] [INFO ] [sig       ] [1436/3596] Completed GNLX in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:28.952359] [INFO ] [sig       ] [1437/3596] Forecasting GNMA...
[2025-12-12T20:23:28.952389] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-12T20:23:28.952421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-12T20:23:28.964696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-12T20:23:28.965206] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-12T20:23:28.966454] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-12T20:23:28.966533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:28.966601] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:28.966645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:28.966731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:29.028557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:29.029511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:29.029609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:29.029644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:29.145666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:29.145820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:29.145860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:29.145888] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:29.149331] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-12T20:23:29.149662] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-12T20:23:29.149821] [INFO ] [sig       ] GNMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:29.296497] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GNMA.txt
[2025-12-12T20:23:29.296678] [INFO ] [sig       ] [1437/3596] Completed GNMA in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:29.296720] [INFO ] [sig       ] [1438/3596] Forecasting GNOM...
[2025-12-12T20:23:29.296750] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-12T20:23:29.296779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-12T20:23:29.308138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-12T20:23:29.308517] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-12T20:23:29.309325] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-12T20:23:29.309379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:29.309414] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:29.309442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:29.309498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:29.369029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:29.369981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:29.370071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:29.370103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:29.486868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:29.487017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:29.487059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:29.487088] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:29.490533] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=17.17%)
[2025-12-12T20:23:29.490827] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-12T20:23:29.490950] [INFO ] [sig       ] GNOM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:29.631633] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GNOM.txt
[2025-12-12T20:23:29.631754] [INFO ] [sig       ] [1438/3596] Completed GNOM in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.7m
[2025-12-12T20:23:29.631808] [INFO ] [sig       ] [1439/3596] Forecasting GNPX...
[2025-12-12T20:23:29.631838] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-12T20:23:29.631867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-12T20:23:29.645846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-12T20:23:29.646462] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-12T20:23:29.647434] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-12T20:23:29.647492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:29.647526] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:29.647557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:29.647657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:29.707815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:29.708917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:29.709019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:29.709053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:29.830113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:29.830287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:29.830332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:29.830367] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:29.833811] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=15.82%)
[2025-12-12T20:23:29.834113] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-12T20:23:29.834242] [INFO ] [sig       ] GNPX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:29.974285] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GNPX.txt
[2025-12-12T20:23:29.974449] [INFO ] [sig       ] [1439/3596] Completed GNPX in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-12T20:23:29.974488] [INFO ] [sig       ] [1440/3596] Forecasting GNRC...
[2025-12-12T20:23:29.974518] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-12T20:23:29.974547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-12T20:23:29.986799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-12T20:23:29.987151] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-12T20:23:29.987930] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-12T20:23:29.987981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:29.988012] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:29.988037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:29.988092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:30.044512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:30.045380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:30.045462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:30.045494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:30.166523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:30.166690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:30.166729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:30.166756] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:30.170100] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-12T20:23:30.170372] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-12T20:23:30.170496] [INFO ] [sig       ] GNRC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:30.352774] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GNRC.txt
[2025-12-12T20:23:30.352921] [INFO ] [sig       ] [1440/3596] Completed GNRC in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-12T20:23:30.352959] [INFO ] [sig       ] [1441/3596] Forecasting GNSS...
[2025-12-12T20:23:30.352989] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-12T20:23:30.353018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-12T20:23:30.364757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-12T20:23:30.365121] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-12T20:23:30.365914] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-12T20:23:30.365965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:30.365996] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:30.366024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:30.366080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:30.424513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:30.425383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:30.425498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:30.425532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:30.545098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:30.545254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:30.545293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:30.545322] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:30.548596] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-12-12T20:23:30.548865] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-12T20:23:30.548984] [INFO ] [sig       ] GNSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:30.691953] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GNSS.txt
[2025-12-12T20:23:30.692124] [INFO ] [sig       ] [1441/3596] Completed GNSS in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-12T20:23:30.692164] [INFO ] [sig       ] [1442/3596] Forecasting GNTX...
[2025-12-12T20:23:30.692194] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-12T20:23:30.692225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-12T20:23:30.703425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-12T20:23:30.703770] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-12T20:23:30.704537] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-12T20:23:30.704606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:30.704638] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:30.704664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:30.704720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:30.760570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:30.761299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:30.761376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:30.761409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:30.878845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:30.878994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:30.879034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:30.879062] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:30.882377] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-12T20:23:30.882664] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-12T20:23:30.882787] [INFO ] [sig       ] GNTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:31.039169] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GNTX.txt
[2025-12-12T20:23:31.039308] [INFO ] [sig       ] [1442/3596] Completed GNTX in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:31.039346] [INFO ] [sig       ] [1443/3596] Forecasting GO...
[2025-12-12T20:23:31.039374] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-12T20:23:31.039405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-12T20:23:31.050613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-12T20:23:31.050897] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-12T20:23:31.051681] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-12T20:23:31.051743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:31.051776] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:31.051802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:31.051858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:31.107993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:31.108699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:31.108779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:31.108811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:31.225956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:31.226107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:31.226145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:31.226173] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:31.229553] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-12-12T20:23:31.229861] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-12T20:23:31.229985] [INFO ] [sig       ] GO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:31.365850] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GO.txt
[2025-12-12T20:23:31.365989] [INFO ] [sig       ] [1443/3596] Completed GO in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:31.366028] [INFO ] [sig       ] [1444/3596] Forecasting GOCO...
[2025-12-12T20:23:31.366056] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-12T20:23:31.366087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-12T20:23:31.377426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-12T20:23:31.377787] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-12T20:23:31.378541] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-12T20:23:31.378610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:31.378642] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:31.378669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:31.378725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:31.435648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:31.436335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:31.436410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:31.436441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:31.552540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:31.552711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:31.552749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:31.552779] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:31.556125] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-12T20:23:31.556403] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-12T20:23:31.556525] [INFO ] [sig       ] GOCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:31.696627] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GOCO.txt
[2025-12-12T20:23:31.696818] [INFO ] [sig       ] [1444/3596] Completed GOCO in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:31.696859] [INFO ] [sig       ] [1445/3596] Forecasting GOF...
[2025-12-12T20:23:31.696888] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-12T20:23:31.696919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-12T20:23:31.709345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-12T20:23:31.712854] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-12T20:23:31.713867] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-12T20:23:31.713919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:31.713957] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:31.713990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:31.714053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:31.773335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:31.774253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:31.774348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:31.774388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:31.896557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:31.896731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:31.896772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:31.896803] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:31.900232] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-12T20:23:31.900541] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-12T20:23:31.900690] [INFO ] [sig       ] GOF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:32.039437] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GOF.txt
[2025-12-12T20:23:32.039613] [INFO ] [sig       ] [1445/3596] Completed GOF in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:32.039655] [INFO ] [sig       ] [1446/3596] Forecasting GOGO...
[2025-12-12T20:23:32.039707] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-12T20:23:32.039741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-12T20:23:32.051059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-12T20:23:32.051328] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-12T20:23:32.052127] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-12T20:23:32.052178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:32.052209] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:32.052235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:32.052289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:32.110314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:32.111036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:32.111113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:32.111145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:32.228209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:32.228352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:32.228390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:32.228417] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:32.231710] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-12T20:23:32.231997] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-12T20:23:32.232117] [INFO ] [sig       ] GOGO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:32.368380] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GOGO.txt
[2025-12-12T20:23:32.368518] [INFO ] [sig       ] [1446/3596] Completed GOGO in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:32.368562] [INFO ] [sig       ] [1447/3596] Forecasting GOLF...
[2025-12-12T20:23:32.368609] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-12T20:23:32.368639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-12T20:23:32.382798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-12T20:23:32.383150] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-12T20:23:32.383972] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-12T20:23:32.384022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:32.384053] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:32.384079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:32.384134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:32.442548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:32.443259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:32.443335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:32.443367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:32.562088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:32.562242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:32.562282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:32.562311] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:32.565750] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=47.28%)
[2025-12-12T20:23:32.566020] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-12T20:23:32.566142] [INFO ] [sig       ] GOLF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:32.703817] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GOLF.txt
[2025-12-12T20:23:32.703949] [INFO ] [sig       ] [1447/3596] Completed GOLF in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:32.703985] [INFO ] [sig       ] [1448/3596] Forecasting GOOD...
[2025-12-12T20:23:32.704013] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-12T20:23:32.704044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-12T20:23:32.715622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-12T20:23:32.715962] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-12T20:23:32.716730] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-12T20:23:32.716781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:32.716836] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:32.716864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:32.716920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:32.775326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:32.776224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:32.776307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:32.776340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:32.892736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:32.892884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:32.892922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:32.892950] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:32.896212] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-12T20:23:32.896496] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-12T20:23:32.896633] [INFO ] [sig       ] GOOD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:33.034121] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GOOD.txt
[2025-12-12T20:23:33.034279] [INFO ] [sig       ] [1448/3596] Completed GOOD in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:33.034318] [INFO ] [sig       ] [1449/3596] Forecasting GOOG...
[2025-12-12T20:23:33.034347] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-12T20:23:33.034377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-12T20:23:33.046026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-12T20:23:33.046421] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-12T20:23:33.047237] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-12T20:23:33.047289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:33.047320] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:33.047347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:33.047403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:33.108951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:33.109918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:33.110006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:33.110045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:33.233928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:33.234084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:33.234124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:33.234155] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:33.237598] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-12T20:23:33.237874] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-12T20:23:33.237997] [INFO ] [sig       ] GOOG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:33.375670] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GOOG.txt
[2025-12-12T20:23:33.375828] [INFO ] [sig       ] [1449/3596] Completed GOOG in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:33.375868] [INFO ] [sig       ] [1450/3596] Forecasting GOOS...
[2025-12-12T20:23:33.375897] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-12T20:23:33.375927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-12T20:23:33.387409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-12T20:23:33.387762] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-12T20:23:33.388503] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-12T20:23:33.388553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:33.388606] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:33.388634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:33.388702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:33.446805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:33.447613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:33.447697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:33.447730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:33.572080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:33.572244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:33.572302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:33.572331] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:33.575920] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-12T20:23:33.576221] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-12T20:23:33.576357] [INFO ] [sig       ] GOOS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:33.718591] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GOOS.txt
[2025-12-12T20:23:33.718750] [INFO ] [sig       ] [1450/3596] Completed GOOS in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:33.718788] [INFO ] [sig       ] [1451/3596] Forecasting GOSS...
[2025-12-12T20:23:33.718817] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-12T20:23:33.718849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-12T20:23:33.731087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-12T20:23:33.731454] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-12T20:23:33.732259] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-12T20:23:33.732311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:33.732342] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:33.732368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:33.732425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:33.793342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:33.794312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:33.794395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:33.794430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:33.918561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:33.918730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:33.918769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:33.918827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:33.922135] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-12T20:23:33.922414] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-12T20:23:33.922563] [INFO ] [sig       ] GOSS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:34.063216] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GOSS.txt
[2025-12-12T20:23:34.063357] [INFO ] [sig       ] [1451/3596] Completed GOSS in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:34.063396] [INFO ] [sig       ] [1452/3596] Forecasting GOVI...
[2025-12-12T20:23:34.063425] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-12T20:23:34.063457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-12T20:23:34.077292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-12T20:23:34.077784] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-12T20:23:34.078653] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-12T20:23:34.078707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:34.078741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:34.078767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:34.078825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:34.143010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:34.144236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:34.144329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:34.144362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:34.288687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:34.288841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:34.288882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:34.288910] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:34.292301] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-12T20:23:34.292588] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-12T20:23:34.292711] [INFO ] [sig       ] GOVI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:34.433683] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GOVI.txt
[2025-12-12T20:23:34.433850] [INFO ] [sig       ] [1452/3596] Completed GOVI in 0.4s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:34.433889] [INFO ] [sig       ] [1453/3596] Forecasting GPC...
[2025-12-12T20:23:34.433917] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-12T20:23:34.433948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-12T20:23:34.446127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-12T20:23:34.446539] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-12T20:23:34.447365] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-12T20:23:34.447422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:34.447454] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:34.447480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:34.447536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:34.506188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:34.507092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:34.507175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:34.507207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:34.630444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:34.630620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:34.630663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:34.630693] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:34.634173] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=33.20%)
[2025-12-12T20:23:34.634516] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-12T20:23:34.634674] [INFO ] [sig       ] GPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:34.777959] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GPC.txt
[2025-12-12T20:23:34.778151] [INFO ] [sig       ] [1453/3596] Completed GPC in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:34.778197] [INFO ] [sig       ] [1454/3596] Forecasting GPI...
[2025-12-12T20:23:34.778227] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-12T20:23:34.778260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-12T20:23:34.795534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-12T20:23:34.796048] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-12T20:23:34.797074] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-12T20:23:34.797134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:34.797186] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:34.797218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:34.797285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:34.859047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:34.859959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:34.860038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:34.860071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:34.979636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:34.979804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:34.979843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:34.979871] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:34.983270] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-12T20:23:34.983553] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-12T20:23:34.983693] [INFO ] [sig       ] GPI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:35.124931] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GPI.txt
[2025-12-12T20:23:35.125090] [INFO ] [sig       ] [1454/3596] Completed GPI in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.6m
[2025-12-12T20:23:35.125129] [INFO ] [sig       ] [1455/3596] Forecasting GPIQ...
[2025-12-12T20:23:35.125158] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-12T20:23:35.125188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-12T20:23:35.137152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-12T20:23:35.137420] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-12T20:23:35.138373] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-12T20:23:35.138425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:35.138456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:35.138483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:35.138539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:35.197840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:35.198457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:35.198531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:35.198563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:35.314305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:35.314448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:35.314487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:35.314515] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:35.318220] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=80.18%)
[2025-12-12T20:23:35.318484] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-12T20:23:35.318622] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:35.461973] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GPIQ.txt
[2025-12-12T20:23:35.462110] [INFO ] [sig       ] [1455/3596] Completed GPIQ in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-12T20:23:35.462154] [INFO ] [sig       ] [1456/3596] Forecasting GPIX...
[2025-12-12T20:23:35.462185] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-12T20:23:35.462216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-12T20:23:35.473532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-12T20:23:35.473836] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-12T20:23:35.474625] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-12T20:23:35.474676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:35.474706] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:35.474732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:35.474788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:35.532245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:35.532878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:35.532953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:35.532985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:35.651328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:35.651475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:35.651521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:35.651557] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:35.654835] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-12T20:23:35.655116] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-12T20:23:35.655235] [INFO ] [sig       ] GPIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:35.794425] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GPIX.txt
[2025-12-12T20:23:35.794589] [INFO ] [sig       ] [1456/3596] Completed GPIX in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-12T20:23:35.794637] [INFO ] [sig       ] [1457/3596] Forecasting GPJA...
[2025-12-12T20:23:35.794667] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-12T20:23:35.794697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-12T20:23:35.805865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-12T20:23:35.806173] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-12T20:23:35.806947] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-12T20:23:35.806998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:35.807028] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:35.807054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:35.807109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:35.877261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:35.878306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:35.878406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:35.878448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:36.024738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:36.024928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:36.024986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:36.025029] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:36.028780] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-12T20:23:36.029090] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-12T20:23:36.029243] [INFO ] [sig       ] GPJA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:36.202918] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GPJA.txt
[2025-12-12T20:23:36.203094] [INFO ] [sig       ] [1457/3596] Completed GPJA in 0.4s | 2.84 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-12T20:23:36.203150] [INFO ] [sig       ] [1458/3596] Forecasting GPK...
[2025-12-12T20:23:36.203179] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-12T20:23:36.203210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-12T20:23:36.215330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-12T20:23:36.215766] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-12T20:23:36.216594] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-12T20:23:36.216646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:36.216676] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:36.216703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:36.216757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:36.273453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:36.274342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:36.274463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:36.274496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:36.402595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:36.402759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:36.402798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:36.402828] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:36.406279] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-12T20:23:36.406627] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-12T20:23:36.406762] [INFO ] [sig       ] GPK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:36.548738] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GPK.txt
[2025-12-12T20:23:36.548900] [INFO ] [sig       ] [1458/3596] Completed GPK in 0.3s | 2.84 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-12T20:23:36.548938] [INFO ] [sig       ] [1459/3596] Forecasting GPN...
[2025-12-12T20:23:36.548969] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-12T20:23:36.549000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-12T20:23:36.560390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-12T20:23:36.560779] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-12T20:23:36.561543] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-12T20:23:36.561615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:36.561647] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:36.561672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:36.561727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:36.621128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:36.622213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:36.622296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:36.622328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:36.751891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:36.752038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:36.752077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:36.752107] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:36.755420] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-12-12T20:23:36.755740] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-12T20:23:36.755882] [INFO ] [sig       ] GPN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:36.896971] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GPN.txt
[2025-12-12T20:23:36.897098] [INFO ] [sig       ] [1459/3596] Completed GPN in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:36.897136] [INFO ] [sig       ] [1460/3596] Forecasting GPRE...
[2025-12-12T20:23:36.897165] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-12T20:23:36.897194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-12T20:23:36.910954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-12T20:23:36.911448] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-12T20:23:36.912522] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-12T20:23:36.912594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:36.912841] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:36.912870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:36.912928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:36.974470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:36.975479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:36.975590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:36.975629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:37.113808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:37.113979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:37.114032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:37.114069] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:37.117911] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-12T20:23:37.118308] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-12T20:23:37.118491] [INFO ] [sig       ] GPRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:37.280676] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GPRE.txt
[2025-12-12T20:23:37.280849] [INFO ] [sig       ] [1460/3596] Completed GPRE in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:37.280888] [INFO ] [sig       ] [1461/3596] Forecasting GPRK...
[2025-12-12T20:23:37.280918] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-12T20:23:37.280948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-12T20:23:37.294401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-12T20:23:37.294749] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-12T20:23:37.295513] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-12T20:23:37.295596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:37.295636] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:37.295667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:37.295725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:37.354096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:37.355002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:37.355085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:37.355118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:37.474981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:37.475136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:37.475175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:37.475247] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:37.479088] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=44.99%)
[2025-12-12T20:23:37.479356] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-12T20:23:37.479481] [INFO ] [sig       ] GPRK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:37.624217] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GPRK.txt
[2025-12-12T20:23:37.624401] [INFO ] [sig       ] [1461/3596] Completed GPRK in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:37.624440] [INFO ] [sig       ] [1462/3596] Forecasting GPRO...
[2025-12-12T20:23:37.624470] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-12T20:23:37.624500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-12T20:23:37.636484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-12T20:23:37.636883] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-12T20:23:37.637685] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-12T20:23:37.637737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:37.637770] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:37.637796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:37.637851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:37.695767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:37.696642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:37.696725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:37.696758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:37.822520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:37.822692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:37.822733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:37.822760] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:37.826082] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-12T20:23:37.826351] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-12T20:23:37.826470] [INFO ] [sig       ] GPRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:37.985430] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GPRO.txt
[2025-12-12T20:23:37.985615] [INFO ] [sig       ] [1462/3596] Completed GPRO in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:37.985655] [INFO ] [sig       ] [1463/3596] Forecasting GRAB...
[2025-12-12T20:23:37.985683] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-12T20:23:37.985727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-12T20:23:37.998720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-12T20:23:37.999139] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-12T20:23:38.000015] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-12T20:23:38.000069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:38.000101] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:38.000127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:38.000182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:38.057719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:38.058660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:38.058772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:38.058805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:38.180522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:38.180719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:38.180760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:38.180787] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:38.184564] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-12T20:23:38.185082] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-12T20:23:38.185215] [INFO ] [sig       ] GRAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:38.327116] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRAB.txt
[2025-12-12T20:23:38.327287] [INFO ] [sig       ] [1463/3596] Completed GRAB in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:38.327326] [INFO ] [sig       ] [1464/3596] Forecasting GRAL...
[2025-12-12T20:23:38.327356] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-12T20:23:38.327386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-12T20:23:38.340383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-12T20:23:38.340785] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-12T20:23:38.341548] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-12T20:23:38.341629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:38.341670] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:38.341702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:38.341757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:38.402554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:38.403646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:38.403727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:38.403760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:38.531025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:38.531170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:38.531210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:38.531240] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:38.534864] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-12T20:23:38.535135] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-12T20:23:38.535258] [INFO ] [sig       ] GRAL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:38.685365] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GRAL.txt
[2025-12-12T20:23:38.685484] [INFO ] [sig       ] [1464/3596] Completed GRAL in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:38.685521] [INFO ] [sig       ] [1465/3596] Forecasting GRBK...
[2025-12-12T20:23:38.685550] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-12T20:23:38.685601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-12T20:23:38.701998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-12T20:23:38.702477] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-12T20:23:38.703676] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-12T20:23:38.703933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:38.704017] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:38.704076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:38.704164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:38.773161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:38.774084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:38.774170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:38.774203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:38.904160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:38.904324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:38.904373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:38.904410] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:38.908531] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-12T20:23:38.908986] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-12T20:23:38.909177] [INFO ] [sig       ] GRBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:39.099670] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRBK.txt
[2025-12-12T20:23:39.099870] [INFO ] [sig       ] [1465/3596] Completed GRBK in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:39.099921] [INFO ] [sig       ] [1466/3596] Forecasting GRC...
[2025-12-12T20:23:39.099955] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-12T20:23:39.099989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-12T20:23:39.115236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-12T20:23:39.115685] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-12T20:23:39.116505] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-12T20:23:39.116558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:39.116612] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:39.116642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:39.116700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:39.185374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:39.186343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:39.186452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:39.186493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:39.324080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:39.324263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:39.324312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:39.324348] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:39.328886] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-12T20:23:39.329344] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-12T20:23:39.329522] [INFO ] [sig       ] GRC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:39.490876] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRC.txt
[2025-12-12T20:23:39.491073] [INFO ] [sig       ] [1466/3596] Completed GRC in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:39.491121] [INFO ] [sig       ] [1467/3596] Forecasting GREE...
[2025-12-12T20:23:39.491152] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-12T20:23:39.491184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-12T20:23:39.504179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-12T20:23:39.504630] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-12T20:23:39.505474] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-12T20:23:39.505530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:39.505563] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:39.505621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:39.505681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:39.563986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:39.564900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:39.564992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:39.565025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:39.686953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:39.687120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:39.687160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:39.687189] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:39.691013] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-12-12T20:23:39.691372] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-12T20:23:39.691536] [INFO ] [sig       ] GREE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:39.837378] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GREE.txt
[2025-12-12T20:23:39.837550] [INFO ] [sig       ] [1467/3596] Completed GREE in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:39.837626] [INFO ] [sig       ] [1468/3596] Forecasting GRFS...
[2025-12-12T20:23:39.837668] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-12T20:23:39.837710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-12T20:23:39.853526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-12T20:23:39.853956] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-12T20:23:39.854791] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-12T20:23:39.854842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:39.854874] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:39.854903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:39.854975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:39.912340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:39.913284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:39.913372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:39.913403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:40.033211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:40.033375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:40.033414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:40.033479] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:40.036961] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=85.19%)
[2025-12-12T20:23:40.037304] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-12T20:23:40.037460] [INFO ] [sig       ] GRFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:40.184254] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRFS.txt
[2025-12-12T20:23:40.184419] [INFO ] [sig       ] [1468/3596] Completed GRFS in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:40.184458] [INFO ] [sig       ] [1469/3596] Forecasting GRID...
[2025-12-12T20:23:40.184486] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-12T20:23:40.184524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-12T20:23:40.198148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-12T20:23:40.198570] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-12T20:23:40.199438] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-12T20:23:40.199492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:40.199525] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:40.199551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:40.199630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:40.256862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:40.257802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:40.257891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:40.257923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:40.382187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:40.382351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:40.382392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:40.382421] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:40.385982] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-12T20:23:40.386313] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-12T20:23:40.386453] [INFO ] [sig       ] GRID: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:40.533337] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRID.txt
[2025-12-12T20:23:40.533510] [INFO ] [sig       ] [1469/3596] Completed GRID in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:40.533550] [INFO ] [sig       ] [1470/3596] Forecasting GRMN...
[2025-12-12T20:23:40.533596] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-12T20:23:40.533635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-12T20:23:40.547759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-12T20:23:40.548123] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-12T20:23:40.548957] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-12T20:23:40.549009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:40.549039] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:40.549066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:40.549122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:40.606690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:40.607622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:40.607718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:40.607754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:40.728506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:40.728686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:40.728735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:40.728771] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:40.732221] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-12T20:23:40.732496] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-12T20:23:40.732654] [INFO ] [sig       ] GRMN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:40.874214] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GRMN.txt
[2025-12-12T20:23:40.874375] [INFO ] [sig       ] [1470/3596] Completed GRMN in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:40.874414] [INFO ] [sig       ] [1471/3596] Forecasting GRND...
[2025-12-12T20:23:40.874443] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-12T20:23:40.874473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-12T20:23:40.886860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-12T20:23:40.887252] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-12T20:23:40.888044] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-12T20:23:40.888103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:40.888134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:40.888160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:40.888215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:40.950994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:40.951903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:40.951988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:40.952021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:41.084500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:41.084680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:41.084722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:41.084751] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:41.088124] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-12T20:23:41.088437] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-12T20:23:41.088566] [INFO ] [sig       ] GRND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:41.227060] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRND.txt
[2025-12-12T20:23:41.227228] [INFO ] [sig       ] [1471/3596] Completed GRND in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:41.227266] [INFO ] [sig       ] [1472/3596] Forecasting GRPN...
[2025-12-12T20:23:41.227294] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-12T20:23:41.227324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-12T20:23:41.238565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-12T20:23:41.238946] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-12T20:23:41.239739] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-12T20:23:41.239790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:41.239820] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:41.239846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:41.239900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:41.298201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:41.299041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:41.299118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:41.299149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:41.420081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:41.420240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:41.420280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:41.420325] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:41.424035] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-12-12T20:23:41.424330] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-12T20:23:41.424458] [INFO ] [sig       ] GRPN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:41.569715] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRPN.txt
[2025-12-12T20:23:41.569897] [INFO ] [sig       ] [1472/3596] Completed GRPN in 0.3s | 2.84 sym/s | Total: 8.6m | ETA: 12.5m
[2025-12-12T20:23:41.569936] [INFO ] [sig       ] [1473/3596] Forecasting GRVY...
[2025-12-12T20:23:41.569965] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-12T20:23:41.569994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-12T20:23:41.584450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-12T20:23:41.585100] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-12T20:23:41.586230] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-12T20:23:41.586289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:41.586321] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:41.586349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:41.586407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:41.649365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:41.650621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:41.650725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:41.650757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:41.762642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:41.762881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:41.762932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:41.762967] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:41.767473] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-12-12T20:23:41.767842] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-12T20:23:41.767992] [INFO ] [sig       ] GRVY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:41.923166] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRVY.txt
[2025-12-12T20:23:41.923409] [INFO ] [sig       ] [1473/3596] Completed GRVY in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-12T20:23:41.923466] [INFO ] [sig       ] [1474/3596] Forecasting GRWG...
[2025-12-12T20:23:41.923499] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-12T20:23:41.923531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-12T20:23:41.937020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-12T20:23:41.937447] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-12T20:23:41.938323] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-12T20:23:41.938374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:41.938405] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:41.938431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:41.938488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:42.001294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:42.002429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:42.002522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:42.002554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:42.128444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:42.128699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:42.128746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:42.128776] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:42.133172] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-12T20:23:42.133473] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-12T20:23:42.133628] [INFO ] [sig       ] GRWG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:42.295022] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GRWG.txt
[2025-12-12T20:23:42.295221] [INFO ] [sig       ] [1474/3596] Completed GRWG in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-12T20:23:42.295262] [INFO ] [sig       ] [1475/3596] Forecasting GRX...
[2025-12-12T20:23:42.295293] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-12T20:23:42.295324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-12T20:23:42.308001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-12T20:23:42.308504] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-12T20:23:42.309411] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-12T20:23:42.309464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:42.309496] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:42.309523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:42.309598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:42.371192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:42.372397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:42.372569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:42.372637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:42.491175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:42.491409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:42.491454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:42.491482] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:42.495258] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-12T20:23:42.495559] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-12T20:23:42.495708] [INFO ] [sig       ] GRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:42.649376] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GRX.txt
[2025-12-12T20:23:42.649610] [INFO ] [sig       ] [1475/3596] Completed GRX in 0.4s | 2.84 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-12T20:23:42.649656] [INFO ] [sig       ] [1476/3596] Forecasting GS...
[2025-12-12T20:23:42.649720] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-12T20:23:42.649758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-12T20:23:42.663674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-12T20:23:42.664092] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-12T20:23:42.664898] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-12T20:23:42.664950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:42.664981] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:42.665006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:42.665073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:42.722884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:42.723622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:42.723717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:42.723756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:42.854556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:42.854743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:42.854793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:42.854829] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:42.858285] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=84.30%)
[2025-12-12T20:23:42.858587] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-12T20:23:42.858714] [INFO ] [sig       ] GS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:42.997426] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GS.txt
[2025-12-12T20:23:42.997607] [INFO ] [sig       ] [1476/3596] Completed GS in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:42.997648] [INFO ] [sig       ] [1477/3596] Forecasting GSBC...
[2025-12-12T20:23:42.997676] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-12T20:23:42.997711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-12T20:23:43.010286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-12T20:23:43.010744] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-12T20:23:43.011543] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-12T20:23:43.011620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:43.011658] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:43.011687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:43.011744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:43.070604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:43.071502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:43.071617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:43.071654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:43.190981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:43.191134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:43.191174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:43.191203] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:43.194753] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-12T20:23:43.195213] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-12T20:23:43.195332] [INFO ] [sig       ] GSBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:43.334773] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GSBC.txt
[2025-12-12T20:23:43.334910] [INFO ] [sig       ] [1477/3596] Completed GSBC in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:43.334950] [INFO ] [sig       ] [1478/3596] Forecasting GSBD...
[2025-12-12T20:23:43.334980] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-12T20:23:43.335011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-12T20:23:43.346290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-12T20:23:43.346626] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-12T20:23:43.347415] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-12T20:23:43.347499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:43.347534] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:43.347562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:43.347640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:43.408201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:43.408982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:43.409065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:43.409098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:43.527613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:43.527771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:43.527809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:43.527837] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:43.531223] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-12T20:23:43.531508] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-12T20:23:43.531654] [INFO ] [sig       ] GSBD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:43.672054] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GSBD.txt
[2025-12-12T20:23:43.672413] [INFO ] [sig       ] [1478/3596] Completed GSBD in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:43.672452] [INFO ] [sig       ] [1479/3596] Forecasting GSHD...
[2025-12-12T20:23:43.672480] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-12T20:23:43.672510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-12T20:23:43.684363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-12T20:23:43.684691] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-12T20:23:43.685446] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-12T20:23:43.685497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:43.685529] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:43.685555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:43.685634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:43.744645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:43.745431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:43.745513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:43.745546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:43.864723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:43.864881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:43.864919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:43.864946] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:43.868220] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-12T20:23:43.868487] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-12T20:23:43.868627] [INFO ] [sig       ] GSHD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:44.007658] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GSHD.txt
[2025-12-12T20:23:44.007823] [INFO ] [sig       ] [1479/3596] Completed GSHD in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:44.007869] [INFO ] [sig       ] [1480/3596] Forecasting GSK...
[2025-12-12T20:23:44.007900] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-12T20:23:44.007931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-12T20:23:44.019234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-12T20:23:44.019609] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-12T20:23:44.020446] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-12T20:23:44.020498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:44.020529] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:44.020557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:44.020632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:44.079651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:44.080424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:44.080506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:44.080539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:44.207383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:44.207535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:44.207591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:44.207622] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:44.210945] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-12T20:23:44.211213] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-12T20:23:44.211330] [INFO ] [sig       ] GSK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:44.356187] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GSK.txt
[2025-12-12T20:23:44.356343] [INFO ] [sig       ] [1480/3596] Completed GSK in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:44.356381] [INFO ] [sig       ] [1481/3596] Forecasting GSL...
[2025-12-12T20:23:44.356410] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-12T20:23:44.356441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-12T20:23:44.367913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-12T20:23:44.368267] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-12T20:23:44.369178] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-12T20:23:44.369231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:44.369265] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:44.369293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:44.369349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:44.428494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:44.429359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:44.429465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:44.429500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:44.553046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:44.553199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:44.553239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:44.553268] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:44.556608] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-12T20:23:44.556873] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-12T20:23:44.556991] [INFO ] [sig       ] GSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:44.715715] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GSL.txt
[2025-12-12T20:23:44.715897] [INFO ] [sig       ] [1481/3596] Completed GSL in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:44.715939] [INFO ] [sig       ] [1482/3596] Forecasting GSM...
[2025-12-12T20:23:44.715970] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-12T20:23:44.716003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-12T20:23:44.727980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-12T20:23:44.728389] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-12T20:23:44.729217] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-12T20:23:44.729270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:44.729333] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:44.729361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:44.729418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:44.790735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:44.791615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:44.791704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:44.791753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:44.933172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:44.933328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:44.933369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:44.933397] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:44.937227] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-12T20:23:44.937593] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-12T20:23:44.937742] [INFO ] [sig       ] GSM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:45.108288] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GSM.txt
[2025-12-12T20:23:45.108456] [INFO ] [sig       ] [1482/3596] Completed GSM in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:45.108496] [INFO ] [sig       ] [1483/3596] Forecasting GTES...
[2025-12-12T20:23:45.108524] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-12T20:23:45.108555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-12T20:23:45.120654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-12T20:23:45.121063] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-12T20:23:45.121904] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-12T20:23:45.121956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:45.121989] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:45.122015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:45.122072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:45.187346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:45.188248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:45.188334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:45.188368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:45.306758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:45.306909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:45.306948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:45.306976] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:45.310343] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=44.11%)
[2025-12-12T20:23:45.310644] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-12T20:23:45.310784] [INFO ] [sig       ] GTES: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:45.466875] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GTES.txt
[2025-12-12T20:23:45.467044] [INFO ] [sig       ] [1483/3596] Completed GTES in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:45.467084] [INFO ] [sig       ] [1484/3596] Forecasting GTLB...
[2025-12-12T20:23:45.467113] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-12T20:23:45.467145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-12T20:23:45.479445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-12T20:23:45.479790] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-12T20:23:45.480613] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-12T20:23:45.480666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:45.480697] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:45.480725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:45.480782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:45.541968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:45.542904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:45.542988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:45.543021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:45.669703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:45.669878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:45.669931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:45.669963] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:45.673687] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=74.33%)
[2025-12-12T20:23:45.673988] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-12T20:23:45.674123] [INFO ] [sig       ] GTLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:45.832149] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GTLB.txt
[2025-12-12T20:23:45.832311] [INFO ] [sig       ] [1484/3596] Completed GTLB in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:45.832353] [INFO ] [sig       ] [1485/3596] Forecasting GTLS...
[2025-12-12T20:23:45.832384] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-12T20:23:45.832418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-12T20:23:45.844434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-12T20:23:45.844824] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-12T20:23:45.845727] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-12T20:23:45.845780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:45.845813] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:45.845842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:45.845911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:45.908319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:45.909205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:45.909289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:45.909323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:46.035050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:46.035221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:46.035259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:46.035317] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:46.038777] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-12T20:23:46.039060] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-12T20:23:46.039187] [INFO ] [sig       ] GTLS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:46.187873] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GTLS.txt
[2025-12-12T20:23:46.188069] [INFO ] [sig       ] [1485/3596] Completed GTLS in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:46.188125] [INFO ] [sig       ] [1486/3596] Forecasting GTN...
[2025-12-12T20:23:46.188156] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-12T20:23:46.188189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-12T20:23:46.199557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-12T20:23:46.199974] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-12T20:23:46.200808] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-12T20:23:46.200861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:46.200893] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:46.200920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:46.200977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:46.259004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:46.259920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:46.260005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:46.260043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:46.386778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:46.386935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:46.386977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:46.387007] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:46.390481] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-12-12T20:23:46.390777] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-12T20:23:46.390899] [INFO ] [sig       ] GTN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:46.546374] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GTN.txt
[2025-12-12T20:23:46.546545] [INFO ] [sig       ] [1486/3596] Completed GTN in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:46.546605] [INFO ] [sig       ] [1487/3596] Forecasting GTX...
[2025-12-12T20:23:46.546637] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-12T20:23:46.546669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-12T20:23:46.558224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-12T20:23:46.558610] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-12T20:23:46.559413] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-12T20:23:46.559465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:46.559496] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:46.559522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:46.559595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:46.619637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:46.620644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:46.620734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:46.620769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:46.756392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:46.756602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:46.756647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:46.756679] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:46.761548] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-12T20:23:46.762042] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-12T20:23:46.762228] [INFO ] [sig       ] GTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:46.903487] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GTX.txt
[2025-12-12T20:23:46.903650] [INFO ] [sig       ] [1487/3596] Completed GTX in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:46.903692] [INFO ] [sig       ] [1488/3596] Forecasting GTY...
[2025-12-12T20:23:46.903721] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-12T20:23:46.903753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-12T20:23:46.917558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-12T20:23:46.918165] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-12T20:23:46.919169] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-12T20:23:46.919220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:46.919250] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:46.919276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:46.919331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:46.977784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:46.978720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:46.978805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:46.978836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:47.106886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:47.107043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:47.107084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:47.107111] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:47.110870] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-12T20:23:47.111143] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-12T20:23:47.111267] [INFO ] [sig       ] GTY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:47.257297] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GTY.txt
[2025-12-12T20:23:47.257460] [INFO ] [sig       ] [1488/3596] Completed GTY in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:47.257498] [INFO ] [sig       ] [1489/3596] Forecasting GUG...
[2025-12-12T20:23:47.257527] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-12T20:23:47.257559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-12T20:23:47.269420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-12T20:23:47.269870] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-12T20:23:47.270675] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-12T20:23:47.270726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:47.270769] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:47.270797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:47.270861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:47.330311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:47.331377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:47.331467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:47.331508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:47.465536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:47.465704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:47.465743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:47.465772] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:47.469122] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-12T20:23:47.469391] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-12T20:23:47.469511] [INFO ] [sig       ] GUG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:47.616994] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GUG.txt
[2025-12-12T20:23:47.617164] [INFO ] [sig       ] [1489/3596] Completed GUG in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.4m
[2025-12-12T20:23:47.617203] [INFO ] [sig       ] [1490/3596] Forecasting GVA...
[2025-12-12T20:23:47.617238] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-12T20:23:47.617268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-12T20:23:47.629420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-12T20:23:47.629831] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-12T20:23:47.630637] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-12T20:23:47.630691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:47.630722] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:47.630747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:47.630815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:47.689508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:47.690287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:47.690367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:47.690399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:47.811846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:47.812013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:47.812053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:47.812080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:47.815565] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-12T20:23:47.815899] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-12T20:23:47.816038] [INFO ] [sig       ] GVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:47.964299] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GVA.txt
[2025-12-12T20:23:47.964463] [INFO ] [sig       ] [1490/3596] Completed GVA in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-12T20:23:47.964504] [INFO ] [sig       ] [1491/3596] Forecasting GWH...
[2025-12-12T20:23:47.964535] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-12T20:23:47.964587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-12T20:23:47.979940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-12T20:23:47.980432] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-12T20:23:47.981506] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-12T20:23:47.981595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:47.981647] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:47.981690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:47.981776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:48.048553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:48.049480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:48.049564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:48.049618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:48.176507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:48.176688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:48.176732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:48.176761] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:48.180813] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=0.04%)
[2025-12-12T20:23:48.181130] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-12T20:23:48.181266] [INFO ] [sig       ] GWH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:48.327223] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GWH.txt
[2025-12-12T20:23:48.327380] [INFO ] [sig       ] [1491/3596] Completed GWH in 0.4s | 2.84 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-12T20:23:48.327418] [INFO ] [sig       ] [1492/3596] Forecasting GWRE...
[2025-12-12T20:23:48.327448] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-12T20:23:48.327480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-12T20:23:48.339847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-12T20:23:48.340253] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-12T20:23:48.341119] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-12T20:23:48.341172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:48.341202] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:48.341229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:48.341284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:48.398826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:48.399902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:48.400038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:48.400082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:48.521883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:48.522047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:48.522087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:48.522115] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:48.525543] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-12-12T20:23:48.525906] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-12T20:23:48.526048] [INFO ] [sig       ] GWRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:48.667942] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/GWRE.txt
[2025-12-12T20:23:48.668127] [INFO ] [sig       ] [1492/3596] Completed GWRE in 0.3s | 2.84 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-12T20:23:48.668166] [INFO ] [sig       ] [1493/3596] Forecasting GWRS...
[2025-12-12T20:23:48.668202] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-12T20:23:48.668233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-12T20:23:48.680130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-12T20:23:48.680524] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-12T20:23:48.681432] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-12T20:23:48.681491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:48.681522] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:48.681548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:48.681632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:48.739433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:48.740324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:48.740405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:48.740436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:48.865895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:48.866050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:48.866089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:48.866117] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:48.869442] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-12-12T20:23:48.869770] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-12T20:23:48.869919] [INFO ] [sig       ] GWRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:49.015630] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GWRS.txt
[2025-12-12T20:23:49.015802] [INFO ] [sig       ] [1493/3596] Completed GWRS in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:49.015840] [INFO ] [sig       ] [1494/3596] Forecasting GXAI...
[2025-12-12T20:23:49.015876] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-12T20:23:49.015908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-12T20:23:49.027838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-12T20:23:49.028249] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-12T20:23:49.029073] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-12T20:23:49.029125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:49.029155] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:49.029181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:49.029235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:49.087030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:49.087986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:49.088078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:49.088111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:49.206639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:49.206800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:49.206846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:49.206875] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:49.210390] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-12T20:23:49.210756] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-12T20:23:49.210910] [INFO ] [sig       ] GXAI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:49.353532] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GXAI.txt
[2025-12-12T20:23:49.353709] [INFO ] [sig       ] [1494/3596] Completed GXAI in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:49.353748] [INFO ] [sig       ] [1495/3596] Forecasting GYRE...
[2025-12-12T20:23:49.353777] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-12T20:23:49.353807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-12T20:23:49.365542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-12T20:23:49.365947] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-12T20:23:49.366739] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-12T20:23:49.366797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:49.366832] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:49.366859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:49.366914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:49.423984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:49.424896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:49.424978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:49.425012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:49.547818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:49.547985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:49.548027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:49.548057] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:49.551503] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-12T20:23:49.551813] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-12T20:23:49.551942] [INFO ] [sig       ] GYRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:49.697398] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/GYRE.txt
[2025-12-12T20:23:49.697682] [INFO ] [sig       ] [1495/3596] Completed GYRE in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:49.697743] [INFO ] [sig       ] [1496/3596] Forecasting H...
[2025-12-12T20:23:49.697776] [INFO ] [sig       ] Generating forecast for: H
[2025-12-12T20:23:49.697810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-12T20:23:49.710182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-12T20:23:49.710595] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-12T20:23:49.711419] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-12T20:23:49.711472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:49.711504] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:49.711532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:49.711611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:49.771299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:49.772075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:49.772155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:49.772190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:49.898150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:49.898336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:49.898378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:49.898437] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:49.902331] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-12T20:23:49.902640] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-12T20:23:49.902771] [INFO ] [sig       ] H: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:50.052005] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/H.txt
[2025-12-12T20:23:50.052159] [INFO ] [sig       ] [1496/3596] Completed H in 0.4s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:50.052200] [INFO ] [sig       ] [1497/3596] Forecasting HAE...
[2025-12-12T20:23:50.052230] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-12T20:23:50.052263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-12T20:23:50.064458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-12T20:23:50.064786] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-12T20:23:50.065637] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-12T20:23:50.065701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:50.065747] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:50.065782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:50.065840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:50.126315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:50.127217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:50.127303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:50.127336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:50.252050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:50.252205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:50.252246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:50.252277] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:50.255999] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-12-12T20:23:50.256318] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-12T20:23:50.256454] [INFO ] [sig       ] HAE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:50.407963] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HAE.txt
[2025-12-12T20:23:50.408123] [INFO ] [sig       ] [1497/3596] Completed HAE in 0.4s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:50.408162] [INFO ] [sig       ] [1498/3596] Forecasting HAFC...
[2025-12-12T20:23:50.408192] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-12T20:23:50.408223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-12T20:23:50.421686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-12T20:23:50.422057] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-12T20:23:50.423053] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-12T20:23:50.423296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:50.423329] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:50.423356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:50.423412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:50.488004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:50.488811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:50.488892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:50.488941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:50.611166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:50.611346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:50.611403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:50.611441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:50.615034] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-12-12T20:23:50.615317] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-12T20:23:50.615442] [INFO ] [sig       ] HAFC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:50.760974] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HAFC.txt
[2025-12-12T20:23:50.761170] [INFO ] [sig       ] [1498/3596] Completed HAFC in 0.4s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:50.761220] [INFO ] [sig       ] [1499/3596] Forecasting HAIN...
[2025-12-12T20:23:50.761257] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-12T20:23:50.761301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-12T20:23:50.774633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-12T20:23:50.774934] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-12T20:23:50.775732] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-12T20:23:50.775784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:50.775849] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:50.775886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:50.775957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:50.838815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:50.839705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:50.839792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:50.839831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:50.961443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:50.961610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:50.961652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:50.961680] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:50.965662] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-12T20:23:50.965939] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-12T20:23:50.966061] [INFO ] [sig       ] HAIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:51.105536] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HAIN.txt
[2025-12-12T20:23:51.105679] [INFO ] [sig       ] [1499/3596] Completed HAIN in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:51.105718] [INFO ] [sig       ] [1500/3596] Forecasting HAL...
[2025-12-12T20:23:51.105747] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-12T20:23:51.105778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-12T20:23:51.119151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-12T20:23:51.119564] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-12T20:23:51.120419] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-12T20:23:51.120470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:51.120501] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:51.120527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:51.120613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:51.183095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:51.183992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:51.184269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:51.184300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:51.310291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:51.310448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:51.310488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:51.310517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:51.314035] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-12T20:23:51.314380] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-12T20:23:51.314518] [INFO ] [sig       ] HAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:51.458487] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HAL.txt
[2025-12-12T20:23:51.458637] [INFO ] [sig       ] [1500/3596] Completed HAL in 0.4s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:51.458676] [INFO ] [sig       ] [1501/3596] Forecasting HALO...
[2025-12-12T20:23:51.458705] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-12T20:23:51.458735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-12T20:23:51.470483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-12T20:23:51.470868] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-12T20:23:51.471696] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-12T20:23:51.471747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:51.471778] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:51.471804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:51.471865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:51.528044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:51.528731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:51.528807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:51.528838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:51.650190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:51.650347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:51.650386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:51.650415] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:51.653709] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-12-12T20:23:51.653975] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-12T20:23:51.654093] [INFO ] [sig       ] HALO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:51.793955] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HALO.txt
[2025-12-12T20:23:51.794121] [INFO ] [sig       ] [1501/3596] Completed HALO in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:51.794159] [INFO ] [sig       ] [1502/3596] Forecasting HAS...
[2025-12-12T20:23:51.794187] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-12T20:23:51.794217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-12T20:23:51.806059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-12T20:23:51.806432] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-12T20:23:51.807295] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-12T20:23:51.807369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:51.807409] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:51.807448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:51.807524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:51.866875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:51.867739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:51.867821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:51.867854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:51.996118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:51.996270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:51.996309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:51.996371] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:52.000035] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-12T20:23:52.000335] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-12T20:23:52.000465] [INFO ] [sig       ] HAS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:52.155485] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HAS.txt
[2025-12-12T20:23:52.155653] [INFO ] [sig       ] [1502/3596] Completed HAS in 0.4s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:52.155694] [INFO ] [sig       ] [1503/3596] Forecasting HASI...
[2025-12-12T20:23:52.155723] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-12T20:23:52.155753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-12T20:23:52.166967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-12T20:23:52.167322] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-12T20:23:52.168172] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-12T20:23:52.168224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:52.168256] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:52.168283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:52.168340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:52.229638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:52.230522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:52.230626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:52.230661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:52.354024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:52.354176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:52.354215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:52.354243] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:52.357551] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-12T20:23:52.357851] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-12T20:23:52.357972] [INFO ] [sig       ] HASI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:52.502237] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HASI.txt
[2025-12-12T20:23:52.502394] [INFO ] [sig       ] [1503/3596] Completed HASI in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:52.502433] [INFO ] [sig       ] [1504/3596] Forecasting HBAN...
[2025-12-12T20:23:52.502463] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-12T20:23:52.502493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-12T20:23:52.514724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-12T20:23:52.515113] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-12T20:23:52.515968] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-12T20:23:52.516021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:52.516053] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:52.516081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:52.516139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:52.579204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:52.580101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:52.580183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:52.580214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:52.701098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:52.701450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:52.701489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:52.701517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:52.705524] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-12T20:23:52.705807] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-12T20:23:52.705930] [INFO ] [sig       ] HBAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:52.846941] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HBAN.txt
[2025-12-12T20:23:52.847297] [INFO ] [sig       ] [1504/3596] Completed HBAN in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:52.847335] [INFO ] [sig       ] [1505/3596] Forecasting HBANL...
[2025-12-12T20:23:52.847365] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-12T20:23:52.847395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-12T20:23:52.858956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-12T20:23:52.859261] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-12T20:23:52.860141] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-12T20:23:52.860198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:52.860230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:52.860257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:52.860314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:52.921070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:52.922082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:52.922166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:52.922198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:53.040275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:53.040424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:53.040464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:53.040491] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:53.044675] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-12-12T20:23:53.044961] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-12T20:23:53.045091] [INFO ] [sig       ] HBANL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:53.191360] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HBANL.txt
[2025-12-12T20:23:53.191515] [INFO ] [sig       ] [1505/3596] Completed HBANL in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:53.191555] [INFO ] [sig       ] [1506/3596] Forecasting HBANP...
[2025-12-12T20:23:53.191606] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-12T20:23:53.191638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-12T20:23:53.204172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-12T20:23:53.204475] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-12T20:23:53.205470] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-12T20:23:53.205523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:53.205556] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:53.205601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:53.205660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:53.266887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:53.267732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:53.267812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:53.267846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:53.388788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:53.388940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:53.388988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:53.389024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:53.392535] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=60.50%)
[2025-12-12T20:23:53.392829] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-12T20:23:53.392967] [INFO ] [sig       ] HBANP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:53.546204] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HBANP.txt
[2025-12-12T20:23:53.546365] [INFO ] [sig       ] [1506/3596] Completed HBANP in 0.4s | 2.84 sym/s | Total: 8.8m | ETA: 12.3m
[2025-12-12T20:23:53.546406] [INFO ] [sig       ] [1507/3596] Forecasting HBB...
[2025-12-12T20:23:53.546436] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-12T20:23:53.546468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-12T20:23:53.558941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-12T20:23:53.559264] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-12T20:23:53.560081] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-12T20:23:53.560138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:53.560181] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:53.560209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:53.560265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:53.621001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:53.621825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:53.621907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:53.621948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:53.742864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:53.743020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:53.743059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:53.743087] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:53.746517] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-12-12T20:23:53.746865] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-12T20:23:53.747002] [INFO ] [sig       ] HBB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:53.887283] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HBB.txt
[2025-12-12T20:23:53.887439] [INFO ] [sig       ] [1507/3596] Completed HBB in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-12T20:23:53.887477] [INFO ] [sig       ] [1508/3596] Forecasting HBCP...
[2025-12-12T20:23:53.887505] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-12T20:23:53.887536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-12T20:23:53.899865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-12T20:23:53.900230] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-12T20:23:53.901164] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-12T20:23:53.901215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:53.901245] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:53.901271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:53.901326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:53.960603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:53.961419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:53.961496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:53.961527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:54.078509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:54.078669] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:23:54.078707] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:54.078735] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:54.082079] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-12T20:23:54.082348] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-12T20:23:54.082471] [INFO ] [sig       ] HBCP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:54.223790] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HBCP.txt
[2025-12-12T20:23:54.223951] [INFO ] [sig       ] [1508/3596] Completed HBCP in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-12T20:23:54.223993] [INFO ] [sig       ] [1509/3596] Forecasting HBM...
[2025-12-12T20:23:54.224022] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-12T20:23:54.224052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-12T20:23:54.236292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-12T20:23:54.236561] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-12T20:23:54.237317] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-12T20:23:54.237368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:54.237398] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:54.237424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:54.237478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:54.296075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:54.296906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:54.297011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:54.297044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:54.418998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:54.419165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:54.419206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:54.419233] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:54.422616] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=38.22%)
[2025-12-12T20:23:54.422882] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-12T20:23:54.423009] [INFO ] [sig       ] HBM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:54.562775] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HBM.txt
[2025-12-12T20:23:54.562922] [INFO ] [sig       ] [1509/3596] Completed HBM in 0.3s | 2.84 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-12T20:23:54.562960] [INFO ] [sig       ] [1510/3596] Forecasting HBNC...
[2025-12-12T20:23:54.562993] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-12T20:23:54.563025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-12T20:23:54.575388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-12T20:23:54.575669] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-12T20:23:54.576404] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-12T20:23:54.576454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:54.576484] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:54.576510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:54.576564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:54.634978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:54.635565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:54.635656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:54.635687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:54.754271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:54.754402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:54.754440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:54.754468] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:54.758070] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-12T20:23:54.758359] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-12T20:23:54.758475] [INFO ] [sig       ] HBNC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:54.903867] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HBNC.txt
[2025-12-12T20:23:54.904050] [INFO ] [sig       ] [1510/3596] Completed HBNC in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:54.904091] [INFO ] [sig       ] [1511/3596] Forecasting HCA...
[2025-12-12T20:23:54.904122] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-12T20:23:54.904152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-12T20:23:54.916419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-12T20:23:54.916808] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-12T20:23:54.917569] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-12T20:23:54.917637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:54.917669] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:54.917695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:54.917750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:54.979422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:54.980353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:54.980434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:54.980468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:55.107212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:55.107366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:55.107405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:55.107432] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:55.111648] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-12T20:23:55.111963] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-12T20:23:55.112114] [INFO ] [sig       ] HCA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:55.278348] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HCA.txt
[2025-12-12T20:23:55.278502] [INFO ] [sig       ] [1511/3596] Completed HCA in 0.4s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:55.278540] [INFO ] [sig       ] [1512/3596] Forecasting HCC...
[2025-12-12T20:23:55.278590] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-12T20:23:55.278624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-12T20:23:55.289912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-12T20:23:55.290284] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-12T20:23:55.291083] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-12T20:23:55.291140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:55.291171] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:55.291197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:55.291253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:55.352457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:55.353298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:55.353376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:55.353407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:55.480432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:55.480602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:55.480641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:55.480670] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:55.483960] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-12T20:23:55.484241] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-12T20:23:55.484363] [INFO ] [sig       ] HCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:55.626404] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HCC.txt
[2025-12-12T20:23:55.626611] [INFO ] [sig       ] [1512/3596] Completed HCC in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:55.626653] [INFO ] [sig       ] [1513/3596] Forecasting HCI...
[2025-12-12T20:23:55.626683] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-12T20:23:55.626713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-12T20:23:55.637833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-12T20:23:55.638188] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-12T20:23:55.638984] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-12T20:23:55.639081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:55.639120] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:55.639147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:55.639203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:55.697203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:55.698042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:55.698125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:55.698158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:55.818628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:55.818780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:55.818819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:55.818847] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:55.822219] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-12T20:23:55.822498] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-12T20:23:55.822636] [INFO ] [sig       ] HCI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:55.969314] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HCI.txt
[2025-12-12T20:23:55.969473] [INFO ] [sig       ] [1513/3596] Completed HCI in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:55.969511] [INFO ] [sig       ] [1514/3596] Forecasting HCM...
[2025-12-12T20:23:55.969539] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-12T20:23:55.969587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-12T20:23:55.980854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-12T20:23:55.981196] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-12T20:23:55.981967] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-12T20:23:55.982022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:55.982052] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:55.982078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:55.982134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:56.038962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:56.039841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:56.039920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:56.039951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:56.163361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:56.163526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:56.163779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:56.163810] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:56.167159] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-12T20:23:56.167435] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-12T20:23:56.167558] [INFO ] [sig       ] HCM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:56.309184] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HCM.txt
[2025-12-12T20:23:56.309373] [INFO ] [sig       ] [1514/3596] Completed HCM in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:56.309420] [INFO ] [sig       ] [1515/3596] Forecasting HCSG...
[2025-12-12T20:23:56.309450] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-12T20:23:56.309491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-12T20:23:56.322399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-12T20:23:56.322763] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-12T20:23:56.323650] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-12T20:23:56.323711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:56.323746] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:56.323775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:56.323832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:56.383374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:56.384250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:56.384334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:56.384367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:56.512905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:56.513057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:56.513098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:56.513128] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:56.516769] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-12-12T20:23:56.517046] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-12T20:23:56.517173] [INFO ] [sig       ] HCSG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:56.661028] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HCSG.txt
[2025-12-12T20:23:56.661184] [INFO ] [sig       ] [1515/3596] Completed HCSG in 0.4s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:56.661235] [INFO ] [sig       ] [1516/3596] Forecasting HCTI...
[2025-12-12T20:23:56.661269] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-12T20:23:56.661300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-12T20:23:56.673012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-12T20:23:56.673346] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-12T20:23:56.674199] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-12T20:23:56.674253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:56.674308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:56.674337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:56.674394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:56.733927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:56.734906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:56.734992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:56.735025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:56.851563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:56.851729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:56.851771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:56.851800] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:56.855307] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-12T20:23:56.855606] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-12T20:23:56.855735] [INFO ] [sig       ] HCTI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:56.997882] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HCTI.txt
[2025-12-12T20:23:56.998029] [INFO ] [sig       ] [1516/3596] Completed HCTI in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:56.998075] [INFO ] [sig       ] [1517/3596] Forecasting HD...
[2025-12-12T20:23:56.998106] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-12T20:23:56.998136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-12T20:23:57.010632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-12T20:23:57.011000] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-12T20:23:57.011795] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-12T20:23:57.011846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:57.011877] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:57.011903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:57.011958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:57.069868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:57.070764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:57.070843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:57.070875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:57.192440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:57.192632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:57.192672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:57.192701] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:57.196405] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2025-12-12T20:23:57.196710] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-12T20:23:57.196834] [INFO ] [sig       ] HD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:57.339139] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HD.txt
[2025-12-12T20:23:57.339274] [INFO ] [sig       ] [1517/3596] Completed HD in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:57.339311] [INFO ] [sig       ] [1518/3596] Forecasting HDB...
[2025-12-12T20:23:57.339340] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-12T20:23:57.339370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-12T20:23:57.351523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-12T20:23:57.351837] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-12T20:23:57.352802] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-12T20:23:57.352854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:57.352887] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:57.352913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:57.352968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:57.410839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:57.411562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:57.411655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:57.411687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:57.537139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:57.537293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:57.537332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:57.537360] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:57.540722] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-12T20:23:57.541008] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-12T20:23:57.541152] [INFO ] [sig       ] HDB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:57.682604] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HDB.txt
[2025-12-12T20:23:57.682746] [INFO ] [sig       ] [1518/3596] Completed HDB in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:57.682786] [INFO ] [sig       ] [1519/3596] Forecasting HDSN...
[2025-12-12T20:23:57.682815] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-12T20:23:57.682845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-12T20:23:57.694433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-12T20:23:57.694728] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-12T20:23:57.695693] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-12T20:23:57.695743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:57.695773] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:57.695798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:57.695851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:57.752882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:57.753652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:57.753728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:57.753760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:57.870021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:57.870125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:57.870165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:57.870197] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:57.873659] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-12T20:23:57.873935] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-12T20:23:57.874055] [INFO ] [sig       ] HDSN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:58.011955] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HDSN.txt
[2025-12-12T20:23:58.012076] [INFO ] [sig       ] [1519/3596] Completed HDSN in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:58.012113] [INFO ] [sig       ] [1520/3596] Forecasting HE...
[2025-12-12T20:23:58.012141] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-12T20:23:58.012171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-12T20:23:58.023273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-12T20:23:58.023544] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-12T20:23:58.024482] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-12T20:23:58.024533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:58.024564] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:58.024610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:58.024666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:58.081393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:58.081993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:58.082072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:58.082103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:58.201103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:58.201219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:58.201254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:58.201317] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:58.205004] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-12T20:23:58.205279] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-12T20:23:58.205399] [INFO ] [sig       ] HE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:58.346542] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HE.txt
[2025-12-12T20:23:58.346703] [INFO ] [sig       ] [1520/3596] Completed HE in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:58.346742] [INFO ] [sig       ] [1521/3596] Forecasting HEI...
[2025-12-12T20:23:58.346770] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-12T20:23:58.346800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-12T20:23:58.358069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-12T20:23:58.358630] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-12T20:23:58.359431] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-12T20:23:58.359483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:58.359514] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:58.359541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:58.359630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:58.421294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:58.422192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:58.422278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:58.422311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:58.549906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:58.550066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:58.550113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:58.550146] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:58.553809] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-12T20:23:58.554092] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-12T20:23:58.554216] [INFO ] [sig       ] HEI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:58.710533] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HEI.txt
[2025-12-12T20:23:58.710726] [INFO ] [sig       ] [1521/3596] Completed HEI in 0.4s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:58.710766] [INFO ] [sig       ] [1522/3596] Forecasting HELE...
[2025-12-12T20:23:58.710794] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-12T20:23:58.710824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-12T20:23:58.722384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-12T20:23:58.722766] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-12T20:23:58.723604] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-12T20:23:58.723658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:58.723690] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:58.723717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:58.723774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:58.783933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:58.784795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:58.784923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:58.784959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:58.912505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:58.912664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:58.912703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:58.912730] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:58.916413] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-12-12T20:23:58.916740] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-12T20:23:58.916866] [INFO ] [sig       ] HELE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:59.056792] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HELE.txt
[2025-12-12T20:23:59.056925] [INFO ] [sig       ] [1522/3596] Completed HELE in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:59.056965] [INFO ] [sig       ] [1523/3596] Forecasting HEPS...
[2025-12-12T20:23:59.056995] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-12T20:23:59.057027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-12T20:23:59.068478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-12T20:23:59.068792] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-12T20:23:59.069609] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-12T20:23:59.069661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:59.069719] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:59.069749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:59.069806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:59.128460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:59.129183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:59.129259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:59.129293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:59.252724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:59.252899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:59.252941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:59.252969] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:59.256272] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-12T20:23:59.256559] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-12T20:23:59.256702] [INFO ] [sig       ] HEPS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:23:59.403923] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HEPS.txt
[2025-12-12T20:23:59.404086] [INFO ] [sig       ] [1523/3596] Completed HEPS in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.2m
[2025-12-12T20:23:59.404125] [INFO ] [sig       ] [1524/3596] Forecasting HEQ...
[2025-12-12T20:23:59.404154] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-12T20:23:59.404186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-12T20:23:59.416008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-12T20:23:59.416536] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-12T20:23:59.417494] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-12T20:23:59.417545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:59.417602] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:59.417643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:59.417700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:59.477625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:59.478452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:59.478531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:59.478563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:59.593052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:59.593205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:59.593244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:59.593273] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:59.596586] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-12T20:23:59.596867] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-12T20:23:59.596991] [INFO ] [sig       ] HEQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:23:59.745999] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HEQ.txt
[2025-12-12T20:23:59.746175] [INFO ] [sig       ] [1524/3596] Completed HEQ in 0.3s | 2.84 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-12T20:23:59.746218] [INFO ] [sig       ] [1525/3596] Forecasting HERO...
[2025-12-12T20:23:59.746247] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-12T20:23:59.746276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-12T20:23:59.759103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-12T20:23:59.759543] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-12T20:23:59.760479] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-12T20:23:59.760535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:23:59.760566] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:23:59.760636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:23:59.760702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:23:59.822232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:23:59.823337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:23:59.823417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:23:59.823450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:23:59.955278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:23:59.955647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:23:59.955687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:23:59.955714] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:23:59.959365] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-12T20:23:59.959657] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-12T20:23:59.959800] [INFO ] [sig       ] HERO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:00.119755] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HERO.txt
[2025-12-12T20:24:00.119919] [INFO ] [sig       ] [1525/3596] Completed HERO in 0.4s | 2.84 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-12T20:24:00.119956] [INFO ] [sig       ] [1526/3596] Forecasting HESM...
[2025-12-12T20:24:00.119985] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-12T20:24:00.120015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-12T20:24:00.131339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-12T20:24:00.131737] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-12T20:24:00.132604] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-12T20:24:00.132662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:00.132694] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:00.132722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:00.132778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:00.191630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:00.192465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:00.192609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:00.192658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:00.324342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:00.324499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:00.324539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:00.324593] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:00.328024] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-12T20:24:00.328317] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-12T20:24:00.328445] [INFO ] [sig       ] HESM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:00.491381] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HESM.txt
[2025-12-12T20:24:00.491540] [INFO ] [sig       ] [1526/3596] Completed HESM in 0.4s | 2.84 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-12T20:24:00.491604] [INFO ] [sig       ] [1527/3596] Forecasting HFFG...
[2025-12-12T20:24:00.491638] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-12T20:24:00.491669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-12T20:24:00.504158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-12T20:24:00.504525] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-12T20:24:00.505336] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-12T20:24:00.505390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:00.505422] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:00.505449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:00.505506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:00.566559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:00.567414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:00.567494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:00.567527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:00.688797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:00.688958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:00.688996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:00.689024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:00.693120] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-12T20:24:00.693423] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-12T20:24:00.693551] [INFO ] [sig       ] HFFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:00.841309] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HFFG.txt
[2025-12-12T20:24:00.841463] [INFO ] [sig       ] [1527/3596] Completed HFFG in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:00.841500] [INFO ] [sig       ] [1528/3596] Forecasting HFRO...
[2025-12-12T20:24:00.841530] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-12T20:24:00.841567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-12T20:24:00.852555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-12T20:24:00.852914] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-12T20:24:00.853681] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-12T20:24:00.853730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:00.853761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:00.853787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:00.853842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:00.915608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:00.916455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:00.916534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:00.916566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:01.043813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:01.043928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:01.043966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:01.043994] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:01.047231] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-12T20:24:01.047501] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-12T20:24:01.047650] [INFO ] [sig       ] HFRO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:01.194455] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HFRO.txt
[2025-12-12T20:24:01.194626] [INFO ] [sig       ] [1528/3596] Completed HFRO in 0.4s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:01.194667] [INFO ] [sig       ] [1529/3596] Forecasting HFWA...
[2025-12-12T20:24:01.194698] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-12T20:24:01.194728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-12T20:24:01.207087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-12T20:24:01.207451] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-12T20:24:01.208336] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-12T20:24:01.208387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:01.208418] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:01.208443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:01.208499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:01.267647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:01.268537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:01.268632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:01.268665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:01.389292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:01.389441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:01.389480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:01.389509] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:01.392909] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-12T20:24:01.393179] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-12T20:24:01.393298] [INFO ] [sig       ] HFWA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:01.538724] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HFWA.txt
[2025-12-12T20:24:01.538875] [INFO ] [sig       ] [1529/3596] Completed HFWA in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:01.538913] [INFO ] [sig       ] [1530/3596] Forecasting HG...
[2025-12-12T20:24:01.538942] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-12T20:24:01.538973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-12T20:24:01.550316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-12T20:24:01.550879] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-12T20:24:01.551697] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-12T20:24:01.551748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:01.551778] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:01.551805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:01.551859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:01.611543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:01.612654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:01.612735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:01.612766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:01.736109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:01.736261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:01.736300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:01.736327] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:01.739813] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-12-12T20:24:01.740081] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-12T20:24:01.740199] [INFO ] [sig       ] HG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:01.901055] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HG.txt
[2025-12-12T20:24:01.901224] [INFO ] [sig       ] [1530/3596] Completed HG in 0.4s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:01.901264] [INFO ] [sig       ] [1531/3596] Forecasting HGBL...
[2025-12-12T20:24:01.901296] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-12T20:24:01.901330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-12T20:24:01.912943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-12T20:24:01.913312] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-12T20:24:01.914131] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-12T20:24:01.914184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:01.914216] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:01.914243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:01.914299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:01.976271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:01.977540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:01.977643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:01.977682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:02.121847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:02.121996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:02.122034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:02.122062] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:02.125348] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-12-12T20:24:02.125640] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-12T20:24:02.125760] [INFO ] [sig       ] HGBL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:02.274858] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HGBL.txt
[2025-12-12T20:24:02.275021] [INFO ] [sig       ] [1531/3596] Completed HGBL in 0.4s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:02.275062] [INFO ] [sig       ] [1532/3596] Forecasting HGLB...
[2025-12-12T20:24:02.275090] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-12T20:24:02.275122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-12T20:24:02.286681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-12T20:24:02.287083] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-12T20:24:02.287939] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-12T20:24:02.287994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:02.288027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:02.288054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:02.288121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:02.345308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:02.346211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:02.346292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:02.346324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:02.473241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:02.473393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:02.473431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:02.473461] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:02.476827] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-12T20:24:02.477114] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-12T20:24:02.477243] [INFO ] [sig       ] HGLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:02.623778] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HGLB.txt
[2025-12-12T20:24:02.623937] [INFO ] [sig       ] [1532/3596] Completed HGLB in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:02.623978] [INFO ] [sig       ] [1533/3596] Forecasting HGTY...
[2025-12-12T20:24:02.624006] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-12T20:24:02.624036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-12T20:24:02.635894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-12T20:24:02.636270] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-12T20:24:02.637106] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-12T20:24:02.637162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:02.637224] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:02.637254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:02.637312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:02.696820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:02.697476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:02.697552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:02.697604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:02.816137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:02.816278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:02.816319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:02.816346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:02.819631] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-12-12T20:24:02.819909] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-12T20:24:02.820025] [INFO ] [sig       ] HGTY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:02.973012] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HGTY.txt
[2025-12-12T20:24:02.973142] [INFO ] [sig       ] [1533/3596] Completed HGTY in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:02.973181] [INFO ] [sig       ] [1534/3596] Forecasting HHH...
[2025-12-12T20:24:02.973210] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-12T20:24:02.973240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-12T20:24:02.983955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-12T20:24:02.984216] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-12T20:24:02.984973] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-12T20:24:02.985024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:02.985055] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:02.985082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:02.985137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:03.042348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:03.043022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:03.043100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:03.043133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:03.161949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:03.162089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:03.162129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:03.162158] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:03.165389] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-12T20:24:03.165670] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-12T20:24:03.165788] [INFO ] [sig       ] HHH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:03.313001] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HHH.txt
[2025-12-12T20:24:03.313130] [INFO ] [sig       ] [1534/3596] Completed HHH in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:03.313170] [INFO ] [sig       ] [1535/3596] Forecasting HI...
[2025-12-12T20:24:03.313201] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-12T20:24:03.313231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-12T20:24:03.324123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-12T20:24:03.324406] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-12T20:24:03.325165] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-12T20:24:03.325215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:03.325247] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:03.325274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:03.325339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:03.383812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:03.384546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:03.384647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:03.384681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:03.506507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:03.506676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:03.506715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:03.506744] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:03.510152] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-12T20:24:03.510477] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-12T20:24:03.510629] [INFO ] [sig       ] HI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:03.668811] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HI.txt
[2025-12-12T20:24:03.668969] [INFO ] [sig       ] [1535/3596] Completed HI in 0.4s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:03.669011] [INFO ] [sig       ] [1536/3596] Forecasting HIFS...
[2025-12-12T20:24:03.669042] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-12T20:24:03.669074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-12T20:24:03.680619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-12T20:24:03.681000] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-12T20:24:03.681836] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-12T20:24:03.681891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:03.681924] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:03.681951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:03.682007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:03.741445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:03.742099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:03.742176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:03.742212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:03.853868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:03.853999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:03.854034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:03.854062] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:03.858607] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-12-12T20:24:03.858891] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-12T20:24:03.859016] [INFO ] [sig       ] HIFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:04.008684] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HIFS.txt
[2025-12-12T20:24:04.008813] [INFO ] [sig       ] [1536/3596] Completed HIFS in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:04.008852] [INFO ] [sig       ] [1537/3596] Forecasting HIG...
[2025-12-12T20:24:04.008880] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-12T20:24:04.008910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-12T20:24:04.020265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-12T20:24:04.020561] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-12T20:24:04.021364] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-12T20:24:04.021426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:04.021460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:04.021487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:04.021544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:04.081196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:04.082062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:04.082143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:04.082177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:04.203928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:04.204073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:04.204113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:04.204143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:04.207543] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-12T20:24:04.207881] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-12T20:24:04.208008] [INFO ] [sig       ] HIG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:04.358178] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HIG.txt
[2025-12-12T20:24:04.358301] [INFO ] [sig       ] [1537/3596] Completed HIG in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:04.358338] [INFO ] [sig       ] [1538/3596] Forecasting HII...
[2025-12-12T20:24:04.358534] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-12T20:24:04.358564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-12T20:24:04.370166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-12T20:24:04.370477] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-12T20:24:04.371326] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-12T20:24:04.371383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:04.371414] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:04.371442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:04.371499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:04.431033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:04.431666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:04.431739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:04.431770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:04.554654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:04.554802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:04.554842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:04.554869] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:04.558177] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=45.97%)
[2025-12-12T20:24:04.558482] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-12T20:24:04.558617] [INFO ] [sig       ] HII: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:04.697796] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HII.txt
[2025-12-12T20:24:04.697929] [INFO ] [sig       ] [1538/3596] Completed HII in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:04.697966] [INFO ] [sig       ] [1539/3596] Forecasting HIMS...
[2025-12-12T20:24:04.697995] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-12T20:24:04.698025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-12T20:24:04.709255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-12T20:24:04.709632] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-12T20:24:04.710459] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-12T20:24:04.710513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:04.710545] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:04.710594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:04.710661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:04.769114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:04.769890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:04.769971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:04.770002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:04.888681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:04.888851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:04.888898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:04.888929] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:04.892666] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=43.17%)
[2025-12-12T20:24:04.893019] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-12T20:24:04.893159] [INFO ] [sig       ] HIMS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:05.036327] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HIMS.txt
[2025-12-12T20:24:05.036483] [INFO ] [sig       ] [1539/3596] Completed HIMS in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:05.036524] [INFO ] [sig       ] [1540/3596] Forecasting HIMX...
[2025-12-12T20:24:05.036553] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-12T20:24:05.036602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-12T20:24:05.048147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-12T20:24:05.048442] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-12T20:24:05.049258] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-12T20:24:05.049311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:05.049342] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:05.049368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:05.049425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:05.109297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:05.110188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:05.110267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:05.110300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:05.233054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:05.233197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:05.233238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:05.233266] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:05.236627] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-12T20:24:05.236892] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-12T20:24:05.237009] [INFO ] [sig       ] HIMX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:05.377201] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HIMX.txt
[2025-12-12T20:24:05.377356] [INFO ] [sig       ] [1540/3596] Completed HIMX in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.1m
[2025-12-12T20:24:05.377426] [INFO ] [sig       ] [1541/3596] Forecasting HIO...
[2025-12-12T20:24:05.377457] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-12T20:24:05.377487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-12T20:24:05.389177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-12T20:24:05.389487] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-12T20:24:05.390296] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-12T20:24:05.390359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:05.390397] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:05.390424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:05.390484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:05.446962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:05.447774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:05.447853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:05.447885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:05.569406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:05.569546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:05.569600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:05.569630] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:05.573037] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-12-12T20:24:05.573338] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-12T20:24:05.573459] [INFO ] [sig       ] HIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:05.710834] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HIO.txt
[2025-12-12T20:24:05.710986] [INFO ] [sig       ] [1541/3596] Completed HIO in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-12T20:24:05.711026] [INFO ] [sig       ] [1542/3596] Forecasting HIPO...
[2025-12-12T20:24:05.711055] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-12T20:24:05.711085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-12T20:24:05.722212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-12T20:24:05.722488] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-12T20:24:05.723268] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-12T20:24:05.723330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:05.723367] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:05.723393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:05.723448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:05.780110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:05.780744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:05.780817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:05.780848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:05.901289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:05.901390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:05.901424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:05.901451] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:05.904493] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-12-12T20:24:05.904787] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-12T20:24:05.904902] [INFO ] [sig       ] HIPO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:06.041688] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HIPO.txt
[2025-12-12T20:24:06.041800] [INFO ] [sig       ] [1542/3596] Completed HIPO in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-12T20:24:06.041838] [INFO ] [sig       ] [1543/3596] Forecasting HITI...
[2025-12-12T20:24:06.041865] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-12T20:24:06.041895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-12T20:24:06.052834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-12T20:24:06.053084] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-12T20:24:06.053840] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-12T20:24:06.053890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:06.053920] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:06.053947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:06.054001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:06.111057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:06.111669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:06.111765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:06.111798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:06.229873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:06.229982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:06.230019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:06.230047] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:06.233219] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2025-12-12T20:24:06.233480] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-12T20:24:06.233614] [INFO ] [sig       ] HITI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:06.373031] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HITI.txt
[2025-12-12T20:24:06.373140] [INFO ] [sig       ] [1543/3596] Completed HITI in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-12T20:24:06.373177] [INFO ] [sig       ] [1544/3596] Forecasting HIVE...
[2025-12-12T20:24:06.373205] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-12T20:24:06.373235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-12T20:24:06.384399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-12T20:24:06.384691] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-12T20:24:06.385475] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-12T20:24:06.385525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:06.385557] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:06.385600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:06.385657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:06.442543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:06.443143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:06.443217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:06.443248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:06.574445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:06.574596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:06.574674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:06.574705] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:06.578151] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-12T20:24:06.578425] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-12T20:24:06.578544] [INFO ] [sig       ] HIVE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:06.714116] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HIVE.txt
[2025-12-12T20:24:06.714240] [INFO ] [sig       ] [1544/3596] Completed HIVE in 0.3s | 2.84 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-12T20:24:06.714277] [INFO ] [sig       ] [1545/3596] Forecasting HIX...
[2025-12-12T20:24:06.714306] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-12T20:24:06.714336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-12T20:24:06.725204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-12T20:24:06.725495] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-12T20:24:06.726257] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-12T20:24:06.726312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:06.726342] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:06.726368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:06.726423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:06.785852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:06.786589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:06.786665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:06.786698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:06.900594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:06.900738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:06.900776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:06.900805] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:06.904054] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-12T20:24:06.904318] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-12T20:24:06.904436] [INFO ] [sig       ] HIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:07.041894] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HIX.txt
[2025-12-12T20:24:07.042033] [INFO ] [sig       ] [1545/3596] Completed HIX in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:07.042071] [INFO ] [sig       ] [1546/3596] Forecasting HL...
[2025-12-12T20:24:07.042101] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-12T20:24:07.042130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-12T20:24:07.052948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-12T20:24:07.053247] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-12T20:24:07.054050] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-12T20:24:07.054100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:07.054131] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:07.054157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:07.054213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:07.110262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:07.111075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:07.111158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:07.111189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:07.234952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:07.235111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:07.235149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:07.235177] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:07.238911] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-12T20:24:07.239174] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-12T20:24:07.239298] [INFO ] [sig       ] HL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:07.378273] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HL.txt
[2025-12-12T20:24:07.378470] [INFO ] [sig       ] [1546/3596] Completed HL in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:07.378523] [INFO ] [sig       ] [1547/3596] Forecasting HLAL...
[2025-12-12T20:24:07.378566] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-12T20:24:07.378633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-12T20:24:07.390513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-12T20:24:07.390851] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-12T20:24:07.391615] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-12T20:24:07.391665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:07.391696] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:07.391722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:07.391777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:07.449246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:07.450140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:07.450222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:07.450255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:07.581673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:07.581876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:07.581925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:07.581955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:07.585500] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=73.35%)
[2025-12-12T20:24:07.585999] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-12T20:24:07.586125] [INFO ] [sig       ] HLAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:07.740012] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HLAL.txt
[2025-12-12T20:24:07.740167] [INFO ] [sig       ] [1547/3596] Completed HLAL in 0.4s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:07.740205] [INFO ] [sig       ] [1548/3596] Forecasting HLF...
[2025-12-12T20:24:07.740234] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-12T20:24:07.740265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-12T20:24:07.752233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-12T20:24:07.752536] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-12T20:24:07.753339] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-12T20:24:07.753401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:07.753449] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:07.753477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:07.753532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:07.810312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:07.811154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:07.811236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:07.811274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:07.935797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:07.935944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:07.935982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:07.936010] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:07.939291] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-12T20:24:07.939590] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-12T20:24:07.939734] [INFO ] [sig       ] HLF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:08.075229] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HLF.txt
[2025-12-12T20:24:08.075371] [INFO ] [sig       ] [1548/3596] Completed HLF in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:08.075408] [INFO ] [sig       ] [1549/3596] Forecasting HLI...
[2025-12-12T20:24:08.075437] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-12T20:24:08.075467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-12T20:24:08.087355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-12T20:24:08.087698] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-12T20:24:08.088491] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-12T20:24:08.088544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:08.088599] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:08.088630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:08.088687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:08.147926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:08.149004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:08.149087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:08.149118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:08.265382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:08.265539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:08.265597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:08.265631] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:08.268992] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-12T20:24:08.269279] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-12T20:24:08.269405] [INFO ] [sig       ] HLI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:08.426212] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HLI.txt
[2025-12-12T20:24:08.426360] [INFO ] [sig       ] [1549/3596] Completed HLI in 0.4s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:08.426400] [INFO ] [sig       ] [1550/3596] Forecasting HLIO...
[2025-12-12T20:24:08.426431] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-12T20:24:08.426467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-12T20:24:08.442750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-12T20:24:08.443371] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-12T20:24:08.444644] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-12T20:24:08.444704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:08.444780] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:08.444816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:08.444879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:08.507162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:08.508259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:08.508350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:08.508385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:08.634541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:08.634750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:08.634794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:08.634822] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:08.638418] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-12T20:24:08.638747] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-12T20:24:08.638875] [INFO ] [sig       ] HLIO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:08.781659] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HLIO.txt
[2025-12-12T20:24:08.781797] [INFO ] [sig       ] [1550/3596] Completed HLIO in 0.4s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:08.781837] [INFO ] [sig       ] [1551/3596] Forecasting HLLY...
[2025-12-12T20:24:08.781865] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-12T20:24:08.781895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-12T20:24:08.794798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-12T20:24:08.795169] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-12T20:24:08.796049] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-12T20:24:08.796102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:08.796134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:08.796161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:08.796217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:08.856463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:08.857439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:08.857524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:08.857556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:08.980057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:08.980225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:08.980267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:08.980296] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:08.983817] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-12T20:24:08.984109] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-12T20:24:08.984236] [INFO ] [sig       ] HLLY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:09.138160] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HLLY.txt
[2025-12-12T20:24:09.138340] [INFO ] [sig       ] [1551/3596] Completed HLLY in 0.4s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:09.138387] [INFO ] [sig       ] [1552/3596] Forecasting HLMN...
[2025-12-12T20:24:09.138432] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-12T20:24:09.138462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-12T20:24:09.149758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-12T20:24:09.150115] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-12T20:24:09.150911] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-12T20:24:09.150961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:09.150993] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:09.151019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:09.151075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:09.209520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:09.210386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:09.210466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:09.210500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:09.335162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:09.335327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:09.335368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:09.335399] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:09.338978] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-12T20:24:09.339309] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-12T20:24:09.339448] [INFO ] [sig       ] HLMN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:09.489766] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HLMN.txt
[2025-12-12T20:24:09.489946] [INFO ] [sig       ] [1552/3596] Completed HLMN in 0.4s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:09.489988] [INFO ] [sig       ] [1553/3596] Forecasting HLN...
[2025-12-12T20:24:09.490020] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-12T20:24:09.490052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-12T20:24:09.501927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-12T20:24:09.502270] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-12T20:24:09.503039] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-12T20:24:09.503089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:09.503120] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:09.503147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:09.503201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:09.560877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:09.561905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:09.561984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:09.562015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:09.683706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:09.683863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:09.683901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:09.683960] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:09.687267] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-12-12T20:24:09.687540] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-12T20:24:09.687677] [INFO ] [sig       ] HLN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:09.829648] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HLN.txt
[2025-12-12T20:24:09.829819] [INFO ] [sig       ] [1553/3596] Completed HLN in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:09.829858] [INFO ] [sig       ] [1554/3596] Forecasting HLNE...
[2025-12-12T20:24:09.829888] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-12T20:24:09.829918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-12T20:24:09.841597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-12T20:24:09.841901] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-12T20:24:09.842676] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-12T20:24:09.842727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:09.842757] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:09.842784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:09.842839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:09.901127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:09.902168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:09.902247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:09.902278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:10.020260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:10.020419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:10.020458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:10.020485] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:10.024146] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-12-12T20:24:10.024411] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-12T20:24:10.024529] [INFO ] [sig       ] HLNE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:10.169631] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HLNE.txt
[2025-12-12T20:24:10.169806] [INFO ] [sig       ] [1554/3596] Completed HLNE in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:10.169845] [INFO ] [sig       ] [1555/3596] Forecasting HLX...
[2025-12-12T20:24:10.169875] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-12T20:24:10.169905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-12T20:24:10.181841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-12T20:24:10.182166] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-12T20:24:10.182939] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-12T20:24:10.182990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:10.183021] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:10.183050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:10.183105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:10.242625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:10.243437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:10.243749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:10.243783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:10.365491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:10.365662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:10.365706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:10.365753] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:10.369949] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-12-12T20:24:10.370276] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-12T20:24:10.370413] [INFO ] [sig       ] HLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:10.518098] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HLX.txt
[2025-12-12T20:24:10.518255] [INFO ] [sig       ] [1555/3596] Completed HLX in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:10.518295] [INFO ] [sig       ] [1556/3596] Forecasting HMC...
[2025-12-12T20:24:10.518331] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-12T20:24:10.518369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-12T20:24:10.530341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-12T20:24:10.530891] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-12T20:24:10.531882] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-12T20:24:10.531934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:10.531964] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:10.531991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:10.532047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:10.591449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:10.592187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:10.592267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:10.592298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:10.715690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:10.715839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:10.715878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:10.715907] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:10.719350] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-12T20:24:10.719641] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-12T20:24:10.719792] [INFO ] [sig       ] HMC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:10.870704] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HMC.txt
[2025-12-12T20:24:10.870845] [INFO ] [sig       ] [1556/3596] Completed HMC in 0.4s | 2.84 sym/s | Total: 9.1m | ETA: 12.0m
[2025-12-12T20:24:10.870882] [INFO ] [sig       ] [1557/3596] Forecasting HMN...
[2025-12-12T20:24:10.870912] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-12T20:24:10.870942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-12T20:24:10.883360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-12T20:24:10.883719] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-12T20:24:10.884552] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-12T20:24:10.884624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:10.884657] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:10.884693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:10.884773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:10.946198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:10.947131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:10.947211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:10.947262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:11.068805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:11.068959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:11.068998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:11.069027] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:11.072345] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-12T20:24:11.072641] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-12T20:24:11.072763] [INFO ] [sig       ] HMN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:11.212800] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HMN.txt
[2025-12-12T20:24:11.212953] [INFO ] [sig       ] [1557/3596] Completed HMN in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-12T20:24:11.212992] [INFO ] [sig       ] [1558/3596] Forecasting HMY...
[2025-12-12T20:24:11.213022] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-12T20:24:11.213055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-12T20:24:11.225078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-12T20:24:11.225448] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-12T20:24:11.226255] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-12T20:24:11.226306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:11.226338] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:11.226364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:11.226418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:11.285760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:11.286597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:11.286680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:11.286712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:11.407903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:11.408055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:11.408094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:11.408122] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:11.411419] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-12T20:24:11.411717] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-12T20:24:11.411868] [INFO ] [sig       ] HMY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:11.554730] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HMY.txt
[2025-12-12T20:24:11.554881] [INFO ] [sig       ] [1558/3596] Completed HMY in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-12T20:24:11.554920] [INFO ] [sig       ] [1559/3596] Forecasting HNDL...
[2025-12-12T20:24:11.554949] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-12T20:24:11.554980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-12T20:24:11.566622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-12T20:24:11.566961] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-12T20:24:11.567807] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-12T20:24:11.567866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:11.567906] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:11.567948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:11.568036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:11.630131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:11.630960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:11.631043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:11.631075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:11.756417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:11.756565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:11.756622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:11.756649] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:11.760142] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-12-12T20:24:11.760423] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-12T20:24:11.760555] [INFO ] [sig       ] HNDL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:11.908382] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HNDL.txt
[2025-12-12T20:24:11.908560] [INFO ] [sig       ] [1559/3596] Completed HNDL in 0.4s | 2.84 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-12T20:24:11.908622] [INFO ] [sig       ] [1560/3596] Forecasting HNI...
[2025-12-12T20:24:11.908652] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-12T20:24:11.908684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-12T20:24:11.920732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-12T20:24:11.921131] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-12T20:24:11.921984] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-12T20:24:11.922036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:11.922067] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:11.922093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:11.922153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:11.982057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:11.982970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:11.983090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:11.983123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:12.108091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:12.108251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:12.108291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:12.108321] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:12.112136] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-12-12T20:24:12.112427] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-12T20:24:12.112556] [INFO ] [sig       ] HNI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:12.255787] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HNI.txt
[2025-12-12T20:24:12.255942] [INFO ] [sig       ] [1560/3596] Completed HNI in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-12T20:24:12.255981] [INFO ] [sig       ] [1561/3596] Forecasting HNRG...
[2025-12-12T20:24:12.256009] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-12T20:24:12.256040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-12T20:24:12.267189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-12T20:24:12.267547] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-12T20:24:12.268325] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-12T20:24:12.268390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:12.268421] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:12.268447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:12.268502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:12.327744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:12.328624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:12.328715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:12.328748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:12.453195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:12.453352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:12.453393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:12.453421] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:12.456783] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-12-12T20:24:12.457083] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-12T20:24:12.457208] [INFO ] [sig       ] HNRG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:12.604125] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HNRG.txt
[2025-12-12T20:24:12.604304] [INFO ] [sig       ] [1561/3596] Completed HNRG in 0.3s | 2.84 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-12T20:24:12.604343] [INFO ] [sig       ] [1562/3596] Forecasting HOG...
[2025-12-12T20:24:12.604373] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-12T20:24:12.604403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-12T20:24:12.617940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-12T20:24:12.618334] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-12T20:24:12.619246] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-12T20:24:12.619300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:12.619332] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:12.619359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:12.619415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:12.677811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:12.678689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:12.678773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:12.678805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:12.801739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:12.801893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:12.801933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:12.801961] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:12.805258] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=66.25%)
[2025-12-12T20:24:12.805532] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-12T20:24:12.805675] [INFO ] [sig       ] HOG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:12.945535] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HOG.txt
[2025-12-12T20:24:12.946425] [INFO ] [sig       ] [1562/3596] Completed HOG in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:12.946477] [INFO ] [sig       ] [1563/3596] Forecasting HOLO...
[2025-12-12T20:24:12.946513] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-12T20:24:12.946546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-12T20:24:12.957805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-12T20:24:12.958110] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-12T20:24:12.958954] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-12T20:24:12.959005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:12.959036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:12.959062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:12.959116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:13.018784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:13.019635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:13.019745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:13.019779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:13.142887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:13.143041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:13.143083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:13.143114] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:13.146639] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-12-12T20:24:13.146923] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-12T20:24:13.147051] [INFO ] [sig       ] HOLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:13.295030] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HOLO.txt
[2025-12-12T20:24:13.295212] [INFO ] [sig       ] [1563/3596] Completed HOLO in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:13.295255] [INFO ] [sig       ] [1564/3596] Forecasting HOLX...
[2025-12-12T20:24:13.295288] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-12T20:24:13.295320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-12T20:24:13.306933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-12T20:24:13.307314] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-12T20:24:13.308304] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-12T20:24:13.308368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:13.308405] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:13.308439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:13.308516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:13.371114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:13.372007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:13.372100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:13.372142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:13.505180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:13.505334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:13.505373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:13.505401] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:13.509264] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-12T20:24:13.509712] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-12T20:24:13.509870] [INFO ] [sig       ] HOLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:13.675375] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HOLX.txt
[2025-12-12T20:24:13.675557] [INFO ] [sig       ] [1564/3596] Completed HOLX in 0.4s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:13.675621] [INFO ] [sig       ] [1565/3596] Forecasting HOMB...
[2025-12-12T20:24:13.675654] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-12T20:24:13.675685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-12T20:24:13.689134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-12T20:24:13.689561] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-12T20:24:13.690457] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-12T20:24:13.690510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:13.690542] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:13.690569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:13.690649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:13.754349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:13.755260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:13.755345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:13.755379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:13.886286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:13.886460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:13.886502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:13.886531] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:13.890455] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-12T20:24:13.890843] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-12T20:24:13.890989] [INFO ] [sig       ] HOMB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:14.045862] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HOMB.txt
[2025-12-12T20:24:14.046052] [INFO ] [sig       ] [1565/3596] Completed HOMB in 0.4s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:14.046102] [INFO ] [sig       ] [1566/3596] Forecasting HON...
[2025-12-12T20:24:14.046142] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-12T20:24:14.046180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-12T20:24:14.058539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-12T20:24:14.058974] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-12T20:24:14.059800] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-12T20:24:14.059852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:14.059884] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:14.059910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:14.059965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:14.118536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:14.119396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:14.119484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:14.119517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:14.249189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:14.249351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:14.249391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:14.249420] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:14.253028] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-12T20:24:14.253371] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-12T20:24:14.253506] [INFO ] [sig       ] HON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:14.403159] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HON.txt
[2025-12-12T20:24:14.403323] [INFO ] [sig       ] [1566/3596] Completed HON in 0.4s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:14.403363] [INFO ] [sig       ] [1567/3596] Forecasting HOOD...
[2025-12-12T20:24:14.403393] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-12T20:24:14.403423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-12T20:24:14.417132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-12T20:24:14.417498] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-12T20:24:14.418295] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-12T20:24:14.418345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:14.418406] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:14.418435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:14.418492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:14.476805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:14.477711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:14.477795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:14.477827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:14.607226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:14.607388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:14.607427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:14.607455] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:14.610935] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-12T20:24:14.611261] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-12T20:24:14.611400] [INFO ] [sig       ] HOOD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:14.777071] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HOOD.txt
[2025-12-12T20:24:14.777283] [INFO ] [sig       ] [1567/3596] Completed HOOD in 0.4s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:14.777334] [INFO ] [sig       ] [1568/3596] Forecasting HOPE...
[2025-12-12T20:24:14.777366] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-12T20:24:14.777398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-12T20:24:14.794212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-12T20:24:14.794728] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-12T20:24:14.795773] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-12T20:24:14.795839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:14.795879] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:14.795915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:14.795994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:14.870602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:14.871615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:14.871710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:14.871762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:15.015279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:15.015513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:15.015606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:15.015652] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:15.021900] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-12-12T20:24:15.022552] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-12T20:24:15.022872] [INFO ] [sig       ] HOPE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:15.242541] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HOPE.txt
[2025-12-12T20:24:15.242816] [INFO ] [sig       ] [1568/3596] Completed HOPE in 0.5s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:15.242884] [INFO ] [sig       ] [1569/3596] Forecasting HOTH...
[2025-12-12T20:24:15.242939] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-12T20:24:15.242992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-12T20:24:15.271682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-12T20:24:15.272164] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-12T20:24:15.273165] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-12T20:24:15.273224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:15.273261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:15.273291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:15.273359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:15.349525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:15.350727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:15.350844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:15.350881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:15.497968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:15.498150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:15.498194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:15.498224] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:15.506049] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-12-12T20:24:15.506554] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-12T20:24:15.506754] [INFO ] [sig       ] HOTH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:15.686565] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HOTH.txt
[2025-12-12T20:24:15.686795] [INFO ] [sig       ] [1569/3596] Completed HOTH in 0.4s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:15.686841] [INFO ] [sig       ] [1570/3596] Forecasting HOUS...
[2025-12-12T20:24:15.686875] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-12T20:24:15.686911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-12T20:24:15.704206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-12T20:24:15.704779] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-12T20:24:15.705910] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-12T20:24:15.705974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:15.706020] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:15.706057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:15.706133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:15.789533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:15.790710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:15.790829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:15.790881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:15.957589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:15.957752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:15.957794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:15.957867] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:15.962337] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-12T20:24:15.962785] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-12T20:24:15.962952] [INFO ] [sig       ] HOUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:16.139162] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HOUS.txt
[2025-12-12T20:24:16.139324] [INFO ] [sig       ] [1570/3596] Completed HOUS in 0.5s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:16.139365] [INFO ] [sig       ] [1571/3596] Forecasting HP...
[2025-12-12T20:24:16.139398] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-12T20:24:16.139430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-12T20:24:16.152779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-12T20:24:16.153252] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-12T20:24:16.154292] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-12T20:24:16.154357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:16.154390] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:16.154416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:16.154474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:16.212926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:16.213858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:16.213944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:16.213977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:16.345479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:16.345662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:16.345706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:16.345735] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:16.349761] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-12-12T20:24:16.350100] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-12T20:24:16.350240] [INFO ] [sig       ] HP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:16.563605] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HP.txt
[2025-12-12T20:24:16.563779] [INFO ] [sig       ] [1571/3596] Completed HP in 0.4s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:16.563825] [INFO ] [sig       ] [1572/3596] Forecasting HPE...
[2025-12-12T20:24:16.563858] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-12T20:24:16.563891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-12T20:24:16.576425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-12T20:24:16.576852] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-12T20:24:16.577695] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-12T20:24:16.577751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:16.577799] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:16.577827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:16.577884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:16.640347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:16.641312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:16.641415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:16.641456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:16.765507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:16.765678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:16.765718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:16.765748] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:16.769158] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-12T20:24:16.769466] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-12T20:24:16.769649] [INFO ] [sig       ] HPE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:16.912438] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HPE.txt
[2025-12-12T20:24:16.912602] [INFO ] [sig       ] [1572/3596] Completed HPE in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:16.912643] [INFO ] [sig       ] [1573/3596] Forecasting HPF...
[2025-12-12T20:24:16.912859] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-12T20:24:16.912890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-12T20:24:16.925413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-12T20:24:16.925742] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-12T20:24:16.926494] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-12T20:24:16.926548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:16.926599] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:16.926628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:16.926685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:16.987729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:16.988781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:16.988864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:16.988897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:17.110297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:17.110450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:17.110499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:17.110535] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:17.114114] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-12T20:24:17.114398] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-12T20:24:17.114527] [INFO ] [sig       ] HPF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:17.254372] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HPF.txt
[2025-12-12T20:24:17.254529] [INFO ] [sig       ] [1573/3596] Completed HPF in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:17.254585] [INFO ] [sig       ] [1574/3596] Forecasting HPI...
[2025-12-12T20:24:17.254617] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-12T20:24:17.254648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-12T20:24:17.266540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-12T20:24:17.266890] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-12T20:24:17.267754] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-12T20:24:17.267808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:17.267840] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:17.267867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:17.267923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:17.325641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:17.326425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:17.326501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:17.326533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:17.446281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:17.446437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:17.446477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:17.446511] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:17.449916] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-12T20:24:17.450186] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-12T20:24:17.450300] [INFO ] [sig       ] HPI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:17.590373] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HPI.txt
[2025-12-12T20:24:17.590505] [INFO ] [sig       ] [1574/3596] Completed HPI in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:17.590542] [INFO ] [sig       ] [1575/3596] Forecasting HPK...
[2025-12-12T20:24:17.590589] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-12T20:24:17.590629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-12T20:24:17.603879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-12T20:24:17.604151] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-12T20:24:17.605000] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-12T20:24:17.605052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:17.605082] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:17.605107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:17.605162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:17.666292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:17.666991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:17.667069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:17.667102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:17.790646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:17.790801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:17.790840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:17.790869] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:17.794228] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-12T20:24:17.794502] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-12T20:24:17.794676] [INFO ] [sig       ] HPK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:17.937679] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HPK.txt
[2025-12-12T20:24:17.937811] [INFO ] [sig       ] [1575/3596] Completed HPK in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.9m
[2025-12-12T20:24:17.937855] [INFO ] [sig       ] [1576/3596] Forecasting HPP...
[2025-12-12T20:24:17.937885] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-12T20:24:17.937915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-12T20:24:17.950528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-12T20:24:17.950838] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-12T20:24:17.951656] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-12T20:24:17.951709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:17.951739] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:17.951764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:17.951818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:18.011229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:18.011892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:18.011969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:18.012002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:18.132241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:18.132389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:18.132429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:18.132456] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:18.135742] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-12T20:24:18.136005] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-12T20:24:18.136122] [INFO ] [sig       ] HPP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:18.276565] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HPP.txt
[2025-12-12T20:24:18.276713] [INFO ] [sig       ] [1576/3596] Completed HPP in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-12T20:24:18.276751] [INFO ] [sig       ] [1577/3596] Forecasting HPQ...
[2025-12-12T20:24:18.276779] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-12T20:24:18.276810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-12T20:24:18.287649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-12T20:24:18.287963] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-12T20:24:18.288804] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-12T20:24:18.288857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:18.288890] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:18.288917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:18.288973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:18.349679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:18.350393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:18.350496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:18.350531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:18.473665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:18.474020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:18.474062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:18.474092] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:18.477847] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-12T20:24:18.478113] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-12T20:24:18.478232] [INFO ] [sig       ] HPQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:18.624194] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HPQ.txt
[2025-12-12T20:24:18.624336] [INFO ] [sig       ] [1577/3596] Completed HPQ in 0.3s | 2.84 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-12T20:24:18.624376] [INFO ] [sig       ] [1578/3596] Forecasting HPS...
[2025-12-12T20:24:18.624405] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-12T20:24:18.624434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-12T20:24:18.637308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-12T20:24:18.637618] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-12T20:24:18.638618] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-12T20:24:18.638680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:18.638718] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:18.638744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:18.638798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:18.699065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:18.699797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:18.699882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:18.699915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:18.821607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:18.821740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:18.821790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:18.821827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:18.825415] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-12-12T20:24:18.825741] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-12T20:24:18.825861] [INFO ] [sig       ] HPS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:18.968283] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HPS.txt
[2025-12-12T20:24:18.968440] [INFO ] [sig       ] [1578/3596] Completed HPS in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:18.968479] [INFO ] [sig       ] [1579/3596] Forecasting HQI...
[2025-12-12T20:24:18.968511] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-12T20:24:18.968548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-12T20:24:18.979415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-12T20:24:18.979742] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-12T20:24:18.980650] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-12T20:24:18.980712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:18.980744] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:18.980769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:18.980829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:19.039328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:19.040186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:19.040265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:19.040295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:19.144557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:19.144712] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:24:19.144751] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:19.144795] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:19.148224] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-12T20:24:19.148490] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-12T20:24:19.148627] [INFO ] [sig       ] HQI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:19.290047] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HQI.txt
[2025-12-12T20:24:19.290204] [INFO ] [sig       ] [1579/3596] Completed HQI in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:19.290242] [INFO ] [sig       ] [1580/3596] Forecasting HQL...
[2025-12-12T20:24:19.290272] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-12T20:24:19.290302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-12T20:24:19.302836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-12T20:24:19.303115] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-12T20:24:19.303889] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-12T20:24:19.303940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:19.303971] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:19.303996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:19.304051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:19.361989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:19.362842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:19.362922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:19.362954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:19.487771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:19.487928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:19.487966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:19.487995] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:19.494546] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-12-12T20:24:19.495044] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-12T20:24:19.495178] [INFO ] [sig       ] HQL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:19.636631] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HQL.txt
[2025-12-12T20:24:19.636788] [INFO ] [sig       ] [1580/3596] Completed HQL in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:19.636827] [INFO ] [sig       ] [1581/3596] Forecasting HQY...
[2025-12-12T20:24:19.636856] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-12T20:24:19.636900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-12T20:24:19.648230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-12T20:24:19.648503] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-12T20:24:19.649470] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-12T20:24:19.649520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:19.649556] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:19.649609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:19.649678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:19.707684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:19.708479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:19.708553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:19.708614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:19.827075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:19.827221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:19.827259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:19.827287] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:19.830639] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-12T20:24:19.830904] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-12T20:24:19.831026] [INFO ] [sig       ] HQY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:19.969026] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HQY.txt
[2025-12-12T20:24:19.969155] [INFO ] [sig       ] [1581/3596] Completed HQY in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:19.969193] [INFO ] [sig       ] [1582/3596] Forecasting HRB...
[2025-12-12T20:24:19.969221] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-12T20:24:19.969252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-12T20:24:19.980417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-12T20:24:19.980719] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-12T20:24:19.981454] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-12T20:24:19.981504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:19.981534] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:19.981562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:19.981641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:20.038263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:20.038901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:20.038976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:20.039008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:20.156494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:20.156664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:20.156705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:20.156732] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:20.160049] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=66.65%)
[2025-12-12T20:24:20.160323] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-12T20:24:20.160441] [INFO ] [sig       ] HRB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:20.302624] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HRB.txt
[2025-12-12T20:24:20.302767] [INFO ] [sig       ] [1582/3596] Completed HRB in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:20.302806] [INFO ] [sig       ] [1583/3596] Forecasting HRL...
[2025-12-12T20:24:20.302834] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-12T20:24:20.302864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-12T20:24:20.314084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-12T20:24:20.314343] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-12T20:24:20.315128] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-12T20:24:20.315179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:20.315209] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:20.315235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:20.315301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:20.373790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:20.374441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:20.374533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:20.374566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:20.498003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:20.498153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:20.498192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:20.498222] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:20.501630] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=69.99%)
[2025-12-12T20:24:20.501917] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-12T20:24:20.502047] [INFO ] [sig       ] HRL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:20.643514] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HRL.txt
[2025-12-12T20:24:20.643656] [INFO ] [sig       ] [1583/3596] Completed HRL in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:20.643695] [INFO ] [sig       ] [1584/3596] Forecasting HRMY...
[2025-12-12T20:24:20.643724] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-12T20:24:20.643753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-12T20:24:20.655929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-12T20:24:20.656206] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-12T20:24:20.656970] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-12T20:24:20.657021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:20.657075] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:20.657103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:20.657158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:20.714746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:20.715383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:20.715457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:20.715489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:20.837266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:20.837424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:20.837463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:20.837491] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:20.841072] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-12-12T20:24:20.841338] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-12T20:24:20.841453] [INFO ] [sig       ] HRMY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:21.001736] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HRMY.txt
[2025-12-12T20:24:21.001887] [INFO ] [sig       ] [1584/3596] Completed HRMY in 0.4s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:21.001926] [INFO ] [sig       ] [1585/3596] Forecasting HRTG...
[2025-12-12T20:24:21.001955] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-12T20:24:21.001984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-12T20:24:21.014672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-12T20:24:21.015051] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-12T20:24:21.015914] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-12T20:24:21.015969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:21.016002] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:21.016029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:21.016086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:21.073914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:21.074774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:21.074852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:21.074884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:21.192483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:21.192651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:21.192692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:21.192720] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:21.196011] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-12-12T20:24:21.196276] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-12T20:24:21.196395] [INFO ] [sig       ] HRTG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:21.335629] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HRTG.txt
[2025-12-12T20:24:21.335786] [INFO ] [sig       ] [1585/3596] Completed HRTG in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:21.335825] [INFO ] [sig       ] [1586/3596] Forecasting HRTX...
[2025-12-12T20:24:21.335854] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-12T20:24:21.335884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-12T20:24:21.348089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-12T20:24:21.348438] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-12T20:24:21.349411] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-12T20:24:21.349468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:21.349500] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:21.349527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:21.349598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:21.407024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:21.407823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:21.407901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:21.407934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:21.525542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:21.525715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:21.525755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:21.525784] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:21.529222] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2025-12-12T20:24:21.529492] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-12T20:24:21.529629] [INFO ] [sig       ] HRTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:21.669104] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HRTX.txt
[2025-12-12T20:24:21.669246] [INFO ] [sig       ] [1586/3596] Completed HRTX in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:21.669283] [INFO ] [sig       ] [1587/3596] Forecasting HRZN...
[2025-12-12T20:24:21.669313] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-12T20:24:21.669350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-12T20:24:21.681923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-12T20:24:21.682250] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-12T20:24:21.683061] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-12T20:24:21.683114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:21.683145] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:21.683170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:21.683226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:21.742719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:21.743607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:21.743693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:21.743726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:21.867358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:21.867507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:21.867546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:21.867621] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:21.870965] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-12T20:24:21.871242] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-12T20:24:21.871367] [INFO ] [sig       ] HRZN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:22.021915] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HRZN.txt
[2025-12-12T20:24:22.022065] [INFO ] [sig       ] [1587/3596] Completed HRZN in 0.4s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:22.022105] [INFO ] [sig       ] [1588/3596] Forecasting HSAI...
[2025-12-12T20:24:22.022135] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-12T20:24:22.022171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-12T20:24:22.035693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-12T20:24:22.036029] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-12T20:24:22.036857] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-12T20:24:22.036909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:22.036940] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:22.036967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:22.037021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:22.094735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:22.095432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:22.095519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:22.095554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:22.215041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:22.215192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:22.215232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:22.215260] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:22.218561] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-12T20:24:22.218845] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-12T20:24:22.218978] [INFO ] [sig       ] HSAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:22.361069] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HSAI.txt
[2025-12-12T20:24:22.361205] [INFO ] [sig       ] [1588/3596] Completed HSAI in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:22.361243] [INFO ] [sig       ] [1589/3596] Forecasting HSBC...
[2025-12-12T20:24:22.361271] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-12T20:24:22.361301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-12T20:24:22.373324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-12T20:24:22.373630] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-12T20:24:22.374557] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-12T20:24:22.374644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:22.374681] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:22.374712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:22.374783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:22.434129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:22.434804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:22.434880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:22.434912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:22.559972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:22.560129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:22.560173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:22.560202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:22.563743] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=72.25%)
[2025-12-12T20:24:22.564031] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-12T20:24:22.564157] [INFO ] [sig       ] HSBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:22.707932] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HSBC.txt
[2025-12-12T20:24:22.708077] [INFO ] [sig       ] [1589/3596] Completed HSBC in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:22.708115] [INFO ] [sig       ] [1590/3596] Forecasting HSCS...
[2025-12-12T20:24:22.708144] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-12T20:24:22.708175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-12T20:24:22.720315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-12T20:24:22.720659] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-12T20:24:22.721425] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-12T20:24:22.721476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:22.721506] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:22.721532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:22.721611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:22.782974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:22.783673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:22.783748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:22.783780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:22.901552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:22.901756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:22.901800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:22.901828] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:22.905490] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-12-12T20:24:22.905805] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-12T20:24:22.905931] [INFO ] [sig       ] HSCS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:23.047749] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HSCS.txt
[2025-12-12T20:24:23.047881] [INFO ] [sig       ] [1590/3596] Completed HSCS in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:23.047917] [INFO ] [sig       ] [1591/3596] Forecasting HSHP...
[2025-12-12T20:24:23.047946] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-12T20:24:23.047976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-12T20:24:23.059184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-12T20:24:23.059466] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-12T20:24:23.060521] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-12T20:24:23.060595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:23.060629] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:23.060655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:23.060710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:23.120741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:23.121604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:23.121681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:23.121713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:23.245617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:23.245764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:23.245804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:23.245832] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:23.249125] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-12-12T20:24:23.249394] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-12T20:24:23.249514] [INFO ] [sig       ] HSHP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:23.392770] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HSHP.txt
[2025-12-12T20:24:23.392903] [INFO ] [sig       ] [1591/3596] Completed HSHP in 0.3s | 2.84 sym/s | Total: 9.3m | ETA: 11.8m
[2025-12-12T20:24:23.392942] [INFO ] [sig       ] [1592/3596] Forecasting HSIC...
[2025-12-12T20:24:23.392973] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-12T20:24:23.393003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-12T20:24:23.405427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-12T20:24:23.405838] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-12T20:24:23.406645] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-12T20:24:23.406696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:23.406727] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:23.406753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:23.406808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:23.467052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:23.468143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:23.468228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:23.468261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:23.603402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:23.603695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:23.603744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:23.603775] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:23.607252] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-12T20:24:23.607566] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-12T20:24:23.607775] [INFO ] [sig       ] HSIC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:23.756259] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HSIC.txt
[2025-12-12T20:24:23.756429] [INFO ] [sig       ] [1592/3596] Completed HSIC in 0.4s | 2.84 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-12T20:24:23.756467] [INFO ] [sig       ] [1593/3596] Forecasting HSTM...
[2025-12-12T20:24:23.756497] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-12T20:24:23.756527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-12T20:24:23.768458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-12T20:24:23.768867] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-12T20:24:23.769669] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-12T20:24:23.769746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:23.769780] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:23.769806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:23.769862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:23.832496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:23.833551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:23.833649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:23.833682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:23.958610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:23.958764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:23.958803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:23.958831] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:23.962137] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-12-12T20:24:23.962410] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-12T20:24:23.962531] [INFO ] [sig       ] HSTM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:24.114861] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HSTM.txt
[2025-12-12T20:24:24.115014] [INFO ] [sig       ] [1593/3596] Completed HSTM in 0.4s | 2.84 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-12T20:24:24.115052] [INFO ] [sig       ] [1594/3596] Forecasting HSY...
[2025-12-12T20:24:24.115081] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-12T20:24:24.115112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-12T20:24:24.127678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-12T20:24:24.128071] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-12T20:24:24.128882] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-12T20:24:24.128935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:24.128967] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:24.128995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:24.129056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:24.194890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:24.195801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:24.195915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:24.195948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:24.325412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:24.325565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:24.325623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:24.325651] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:24.328985] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-12T20:24:24.329251] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-12T20:24:24.329367] [INFO ] [sig       ] HSY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:24.476214] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HSY.txt
[2025-12-12T20:24:24.476372] [INFO ] [sig       ] [1594/3596] Completed HSY in 0.4s | 2.84 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-12T20:24:24.476413] [INFO ] [sig       ] [1595/3596] Forecasting HTBK...
[2025-12-12T20:24:24.476444] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-12T20:24:24.476475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-12T20:24:24.487881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-12T20:24:24.488187] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-12T20:24:24.489016] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-12T20:24:24.489069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:24.489101] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:24.489127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:24.489183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:24.546901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:24.547749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:24.547832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:24.547866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:24.671969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:24.672154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:24.672202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:24.672237] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:24.675784] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-12T20:24:24.676057] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-12T20:24:24.676179] [INFO ] [sig       ] HTBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:24.813230] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HTBK.txt
[2025-12-12T20:24:24.813374] [INFO ] [sig       ] [1595/3596] Completed HTBK in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:24.813412] [INFO ] [sig       ] [1596/3596] Forecasting HTD...
[2025-12-12T20:24:24.813441] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-12T20:24:24.813472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-12T20:24:24.825043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-12T20:24:24.825323] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-12T20:24:24.826092] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-12T20:24:24.826154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:24.826186] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:24.826212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:24.826266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:24.883329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:24.884031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:24.884107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:24.884139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:25.005940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:25.006089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:25.006126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:25.006154] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:25.009530] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-12-12T20:24:25.009875] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-12T20:24:25.010003] [INFO ] [sig       ] HTD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:25.153765] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HTD.txt
[2025-12-12T20:24:25.153894] [INFO ] [sig       ] [1596/3596] Completed HTD in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:25.153931] [INFO ] [sig       ] [1597/3596] Forecasting HTGC...
[2025-12-12T20:24:25.153959] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-12T20:24:25.153990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-12T20:24:25.165908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-12T20:24:25.166233] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-12T20:24:25.167227] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-12T20:24:25.167279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:25.167311] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:25.167340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:25.167406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:25.229428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:25.230210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:25.230288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:25.230321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:25.351701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:25.351848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:25.351886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:25.351915] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:25.355240] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-12T20:24:25.355510] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-12T20:24:25.355646] [INFO ] [sig       ] HTGC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:25.503645] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HTGC.txt
[2025-12-12T20:24:25.503809] [INFO ] [sig       ] [1597/3596] Completed HTGC in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:25.503849] [INFO ] [sig       ] [1598/3596] Forecasting HTH...
[2025-12-12T20:24:25.503879] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-12T20:24:25.503910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-12T20:24:25.515538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-12T20:24:25.515840] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-12T20:24:25.516618] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-12T20:24:25.516668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:25.516699] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:25.516725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:25.516781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:25.575742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:25.576386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:25.576464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:25.576497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:25.698391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:25.698546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:25.698603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:25.698639] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:25.702055] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-12T20:24:25.702338] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-12T20:24:25.702461] [INFO ] [sig       ] HTH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:25.846238] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HTH.txt
[2025-12-12T20:24:25.846393] [INFO ] [sig       ] [1598/3596] Completed HTH in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:25.846432] [INFO ] [sig       ] [1599/3596] Forecasting HTLD...
[2025-12-12T20:24:25.846462] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-12T20:24:25.846492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-12T20:24:25.858166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-12T20:24:25.858544] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-12T20:24:25.859410] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-12T20:24:25.859472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:25.859513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:25.859547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:25.859621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:25.918946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:25.919823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:25.919904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:25.919937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:26.041766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:26.041920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:26.041961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:26.041990] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:26.045356] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-12T20:24:26.045666] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-12T20:24:26.045798] [INFO ] [sig       ] HTLD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:26.195312] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HTLD.txt
[2025-12-12T20:24:26.195473] [INFO ] [sig       ] [1599/3596] Completed HTLD in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:26.195518] [INFO ] [sig       ] [1600/3596] Forecasting HTOO...
[2025-12-12T20:24:26.195551] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-12T20:24:26.195603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-12T20:24:26.208066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-12T20:24:26.208477] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-12T20:24:26.209322] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-12T20:24:26.209376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:26.209407] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:26.209432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:26.209488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:26.268525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:26.269368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:26.269478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:26.269512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:26.386633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:26.386781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:26.386819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:26.386849] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:26.390351] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-12-12T20:24:26.390665] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-12T20:24:26.390793] [INFO ] [sig       ] HTOO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:26.532921] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HTOO.txt
[2025-12-12T20:24:26.533059] [INFO ] [sig       ] [1600/3596] Completed HTOO in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:26.533097] [INFO ] [sig       ] [1601/3596] Forecasting HTZ...
[2025-12-12T20:24:26.533127] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-12T20:24:26.533156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-12T20:24:26.544452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-12T20:24:26.544799] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-12T20:24:26.545595] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-12T20:24:26.545646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:26.545702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:26.545730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:26.545787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:26.602254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:26.602904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:26.602978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:26.603009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:26.728696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:26.728847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:26.728888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:26.728919] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:26.732412] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-12T20:24:26.732741] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-12T20:24:26.732868] [INFO ] [sig       ] HTZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:26.882224] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HTZ.txt
[2025-12-12T20:24:26.882381] [INFO ] [sig       ] [1601/3596] Completed HTZ in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:26.882422] [INFO ] [sig       ] [1602/3596] Forecasting HUBB...
[2025-12-12T20:24:26.882453] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-12T20:24:26.882485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-12T20:24:26.894792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-12T20:24:26.895200] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-12T20:24:26.896002] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-12T20:24:26.896054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:26.896093] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:26.896118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:26.896173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:26.955488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:26.956429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:26.956514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:26.956546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:27.077386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:27.077544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:27.077602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:27.077633] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:27.081716] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-12-12T20:24:27.082232] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-12T20:24:27.082361] [INFO ] [sig       ] HUBB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:27.231151] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HUBB.txt
[2025-12-12T20:24:27.231312] [INFO ] [sig       ] [1602/3596] Completed HUBB in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:27.231351] [INFO ] [sig       ] [1603/3596] Forecasting HUBG...
[2025-12-12T20:24:27.231380] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-12T20:24:27.231412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-12T20:24:27.243184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-12T20:24:27.243536] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-12T20:24:27.244319] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-12T20:24:27.244370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:27.244400] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:27.244426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:27.244481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:27.305883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:27.306756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:27.306852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:27.306887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:27.431313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:27.431470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:27.431524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:27.431554] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:27.435308] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-12T20:24:27.435604] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-12T20:24:27.435749] [INFO ] [sig       ] HUBG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:27.579480] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HUBG.txt
[2025-12-12T20:24:27.579659] [INFO ] [sig       ] [1603/3596] Completed HUBG in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:27.579718] [INFO ] [sig       ] [1604/3596] Forecasting HUBS...
[2025-12-12T20:24:27.579750] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-12T20:24:27.579783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-12T20:24:27.592824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-12T20:24:27.593168] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-12T20:24:27.593948] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-12T20:24:27.593998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:27.594027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:27.594052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:27.594108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:27.655075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:27.655925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:27.656004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:27.656036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:27.779647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:27.779807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:27.779845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:27.779905] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:27.783966] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=29.87%)
[2025-12-12T20:24:27.784385] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-12T20:24:27.784504] [INFO ] [sig       ] HUBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:27.925467] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HUBS.txt
[2025-12-12T20:24:27.925622] [INFO ] [sig       ] [1604/3596] Completed HUBS in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:27.925667] [INFO ] [sig       ] [1605/3596] Forecasting HUM...
[2025-12-12T20:24:27.925695] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-12T20:24:27.925727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-12T20:24:27.938121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-12T20:24:27.938416] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-12T20:24:27.939426] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-12T20:24:27.939479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:27.939511] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:27.939537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:27.939608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:27.998089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:27.998747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:27.998821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:27.998852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:28.121532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:28.121675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:28.121712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:28.121740] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:28.124977] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-12-12T20:24:28.125239] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-12T20:24:28.125359] [INFO ] [sig       ] HUM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:28.262974] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HUM.txt
[2025-12-12T20:24:28.263102] [INFO ] [sig       ] [1605/3596] Completed HUM in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:28.263148] [INFO ] [sig       ] [1606/3596] Forecasting HUMA...
[2025-12-12T20:24:28.263177] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-12T20:24:28.263207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-12T20:24:28.274989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-12T20:24:28.275286] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-12T20:24:28.276084] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-12T20:24:28.276136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:28.276166] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:28.276192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:28.276248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:28.332731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:28.333322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:28.333398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:28.333431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:28.455446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:28.455609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:28.455649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:28.455678] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:28.459029] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-12T20:24:28.459295] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-12T20:24:28.459414] [INFO ] [sig       ] HUMA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:28.598411] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HUMA.txt
[2025-12-12T20:24:28.598529] [INFO ] [sig       ] [1606/3596] Completed HUMA in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:28.598566] [INFO ] [sig       ] [1607/3596] Forecasting HUN...
[2025-12-12T20:24:28.598614] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-12T20:24:28.598646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-12T20:24:28.609876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-12T20:24:28.610153] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-12T20:24:28.610955] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-12T20:24:28.611006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:28.611047] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:28.611074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:28.611128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:28.669817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:28.670572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:28.670669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:28.670701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:28.790658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:28.790808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:28.790846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:28.790873] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:28.794568] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-12T20:24:28.794848] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-12T20:24:28.794968] [INFO ] [sig       ] HUN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:28.934369] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HUN.txt
[2025-12-12T20:24:28.934495] [INFO ] [sig       ] [1607/3596] Completed HUN in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:28.934532] [INFO ] [sig       ] [1608/3596] Forecasting HURC...
[2025-12-12T20:24:28.934560] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-12T20:24:28.934608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-12T20:24:28.945867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-12T20:24:28.946187] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-12T20:24:28.946955] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-12T20:24:28.947006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:28.947038] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:28.947064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:28.947119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:29.004681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:29.005345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:29.005422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:29.005460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:29.117650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:29.117799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:29.117840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:29.117870] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:29.121183] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=59.70%)
[2025-12-12T20:24:29.121445] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-12T20:24:29.121561] [INFO ] [sig       ] HURC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:29.259350] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HURC.txt
[2025-12-12T20:24:29.259481] [INFO ] [sig       ] [1608/3596] Completed HURC in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.7m
[2025-12-12T20:24:29.259519] [INFO ] [sig       ] [1609/3596] Forecasting HURN...
[2025-12-12T20:24:29.259547] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-12T20:24:29.259597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-12T20:24:29.270996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-12T20:24:29.271286] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-12T20:24:29.272041] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-12T20:24:29.272091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:29.272122] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:29.272149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:29.272203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:29.331813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:29.332647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:29.332722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:29.332753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:29.448370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:29.448519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:29.448558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:29.448606] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:29.451962] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=56.13%)
[2025-12-12T20:24:29.452239] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-12T20:24:29.452371] [INFO ] [sig       ] HURN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:29.595081] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HURN.txt
[2025-12-12T20:24:29.595217] [INFO ] [sig       ] [1609/3596] Completed HURN in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-12T20:24:29.595254] [INFO ] [sig       ] [1610/3596] Forecasting HUYA...
[2025-12-12T20:24:29.595282] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-12T20:24:29.595312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-12T20:24:29.607946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-12T20:24:29.608450] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-12T20:24:29.609371] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-12T20:24:29.609423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:29.609454] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:29.609480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:29.609538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:29.671289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:29.672192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:29.672274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:29.672307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:29.806205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:29.806355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:29.806395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:29.806422] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:29.810255] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-12T20:24:29.810528] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-12T20:24:29.810666] [INFO ] [sig       ] HUYA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:29.958637] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HUYA.txt
[2025-12-12T20:24:29.958773] [INFO ] [sig       ] [1610/3596] Completed HUYA in 0.4s | 2.84 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-12T20:24:29.958811] [INFO ] [sig       ] [1611/3596] Forecasting HWC...
[2025-12-12T20:24:29.958846] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-12T20:24:29.958878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-12T20:24:29.970121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-12T20:24:29.970465] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-12T20:24:29.971239] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-12T20:24:29.971291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:29.971322] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:29.971350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:29.971405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:30.029053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:30.029890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:30.030000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:30.030033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:30.155073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:30.155247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:30.155287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:30.155315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:30.158990] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-12T20:24:30.159255] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-12T20:24:30.159372] [INFO ] [sig       ] HWC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:30.299236] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HWC.txt
[2025-12-12T20:24:30.299419] [INFO ] [sig       ] [1611/3596] Completed HWC in 0.3s | 2.84 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-12T20:24:30.299459] [INFO ] [sig       ] [1612/3596] Forecasting HWH...
[2025-12-12T20:24:30.299488] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-12T20:24:30.299519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-12T20:24:30.312182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-12T20:24:30.312543] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-12T20:24:30.313317] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-12T20:24:30.313366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:30.313397] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:30.313423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:30.313478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:30.373789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:30.374687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:30.374766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:30.374797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:30.496503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:30.496666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:30.496706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:30.496734] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:30.500239] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-12T20:24:30.500504] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-12T20:24:30.500640] [INFO ] [sig       ] HWH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:30.650524] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HWH.txt
[2025-12-12T20:24:30.650757] [INFO ] [sig       ] [1612/3596] Completed HWH in 0.4s | 2.84 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-12T20:24:30.650830] [INFO ] [sig       ] [1613/3596] Forecasting HWKN...
[2025-12-12T20:24:30.650889] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-12T20:24:30.650949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-12T20:24:30.663715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-12T20:24:30.664091] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-12T20:24:30.664918] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-12T20:24:30.665144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:30.665175] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:30.665201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:30.665257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:30.727612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:30.728454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:30.728532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:30.728564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:30.853817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:30.853980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:30.854032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:30.854063] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:30.857656] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-12-12T20:24:30.857961] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-12T20:24:30.858083] [INFO ] [sig       ] HWKN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:31.008979] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HWKN.txt
[2025-12-12T20:24:31.009135] [INFO ] [sig       ] [1613/3596] Completed HWKN in 0.4s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:31.009172] [INFO ] [sig       ] [1614/3596] Forecasting HWM...
[2025-12-12T20:24:31.009208] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-12T20:24:31.009241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-12T20:24:31.021317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-12T20:24:31.021660] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-12T20:24:31.022440] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-12T20:24:31.022493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:31.022525] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:31.022552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:31.022640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:31.084674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:31.085479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:31.085560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:31.085612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:31.205135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:31.205292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:31.205331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:31.205401] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:31.208923] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-12T20:24:31.209225] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-12T20:24:31.209354] [INFO ] [sig       ] HWM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:31.354316] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HWM.txt
[2025-12-12T20:24:31.354507] [INFO ] [sig       ] [1614/3596] Completed HWM in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:31.354547] [INFO ] [sig       ] [1615/3596] Forecasting HXL...
[2025-12-12T20:24:31.354597] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-12T20:24:31.354631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-12T20:24:31.366675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-12T20:24:31.367254] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-12T20:24:31.368071] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-12T20:24:31.368123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:31.368350] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:31.368376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:31.368431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:31.431954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:31.432858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:31.432947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:31.432981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:31.571452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:31.571670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:31.571713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:31.571742] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:31.575486] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-12T20:24:31.575824] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-12T20:24:31.575962] [INFO ] [sig       ] HXL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:31.724325] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HXL.txt
[2025-12-12T20:24:31.724487] [INFO ] [sig       ] [1615/3596] Completed HXL in 0.4s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:31.724526] [INFO ] [sig       ] [1616/3596] Forecasting HY...
[2025-12-12T20:24:31.724554] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-12T20:24:31.724604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-12T20:24:31.737781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-12T20:24:31.738218] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-12T20:24:31.739090] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-12T20:24:31.739147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:31.739178] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:31.739205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:31.739261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:31.803523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:31.804439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:31.804552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:31.804639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:31.929501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:31.929682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:31.929751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:31.929782] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:31.933316] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-12T20:24:31.933616] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-12T20:24:31.933744] [INFO ] [sig       ] HY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:32.077338] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HY.txt
[2025-12-12T20:24:32.077496] [INFO ] [sig       ] [1616/3596] Completed HY in 0.4s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:32.077534] [INFO ] [sig       ] [1617/3596] Forecasting HYFM...
[2025-12-12T20:24:32.077563] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-12T20:24:32.077615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-12T20:24:32.089468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-12T20:24:32.089880] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-12T20:24:32.090676] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-12T20:24:32.090727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:32.090759] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:32.090784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:32.090839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:32.147124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:32.147860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:32.147939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:32.147970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:32.267362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:32.267512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:32.267551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:32.267600] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:32.271168] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2025-12-12T20:24:32.271434] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-12T20:24:32.271551] [INFO ] [sig       ] HYFM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:32.410872] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HYFM.txt
[2025-12-12T20:24:32.411034] [INFO ] [sig       ] [1617/3596] Completed HYFM in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:32.411071] [INFO ] [sig       ] [1618/3596] Forecasting HYI...
[2025-12-12T20:24:32.411100] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-12T20:24:32.411131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-12T20:24:32.422381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-12T20:24:32.422698] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-12T20:24:32.423446] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-12T20:24:32.423496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:32.423551] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:32.423600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:32.423669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:32.481103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:32.481792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:32.481867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:32.481898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:32.603252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:32.603400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:32.603440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:32.603468] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:32.606779] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-12-12T20:24:32.607054] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-12T20:24:32.607172] [INFO ] [sig       ] HYI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:32.751057] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HYI.txt
[2025-12-12T20:24:32.751227] [INFO ] [sig       ] [1618/3596] Completed HYI in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:32.751284] [INFO ] [sig       ] [1619/3596] Forecasting HYLS...
[2025-12-12T20:24:32.751325] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-12T20:24:32.751372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-12T20:24:32.763433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-12T20:24:32.763744] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-12T20:24:32.764536] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-12T20:24:32.764613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:32.764647] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:32.764674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:32.764730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:32.823858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:32.824505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:32.824597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:32.824631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:32.945426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:32.945591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:32.945633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:32.945662] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:32.949026] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-12T20:24:32.949306] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-12T20:24:32.949432] [INFO ] [sig       ] HYLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:33.088296] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HYLS.txt
[2025-12-12T20:24:33.088448] [INFO ] [sig       ] [1619/3596] Completed HYLS in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:33.088486] [INFO ] [sig       ] [1620/3596] Forecasting HYMC...
[2025-12-12T20:24:33.088515] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-12T20:24:33.088544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-12T20:24:33.099978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-12T20:24:33.100287] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-12T20:24:33.101114] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-12T20:24:33.101164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:33.101195] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:33.101220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:33.101275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:33.157546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:33.158303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:33.158382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:33.158415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:33.273800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:33.273945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:33.273985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:33.274012] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:33.277260] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-12T20:24:33.277521] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-12T20:24:33.277653] [INFO ] [sig       ] HYMC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:33.418656] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HYMC.txt
[2025-12-12T20:24:33.418787] [INFO ] [sig       ] [1620/3596] Completed HYMC in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:33.418825] [INFO ] [sig       ] [1621/3596] Forecasting HYXF...
[2025-12-12T20:24:33.418853] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-12T20:24:33.418885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-12T20:24:33.431777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-12T20:24:33.432200] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-12T20:24:33.433067] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-12T20:24:33.433120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:33.433344] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:33.433370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:33.433425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:33.497314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:33.498432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:33.498540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:33.498590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:33.612870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:33.613047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:33.613088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:33.613152] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:33.616716] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-12T20:24:33.617019] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-12T20:24:33.617151] [INFO ] [sig       ] HYXF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:33.764878] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HYXF.txt
[2025-12-12T20:24:33.765063] [INFO ] [sig       ] [1621/3596] Completed HYXF in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:33.765101] [INFO ] [sig       ] [1622/3596] Forecasting HYZD...
[2025-12-12T20:24:33.765129] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-12T20:24:33.765165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-12T20:24:33.778085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-12T20:24:33.778657] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-12T20:24:33.779613] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-12T20:24:33.779665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:33.779716] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:33.779744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:33.779799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:33.844066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:33.844850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:33.844929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:33.844963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:33.971627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:33.971773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:33.971813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:33.971841] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:33.975088] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-12T20:24:33.975351] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-12T20:24:33.975468] [INFO ] [sig       ] HYZD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:34.116522] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/HYZD.txt
[2025-12-12T20:24:34.116699] [INFO ] [sig       ] [1622/3596] Completed HYZD in 0.4s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:34.116745] [INFO ] [sig       ] [1623/3596] Forecasting HZO...
[2025-12-12T20:24:34.116773] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-12T20:24:34.116804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-12T20:24:34.128230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-12T20:24:34.128516] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-12T20:24:34.129345] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-12T20:24:34.129397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:34.129429] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:34.129456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:34.129514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:34.188771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:34.189510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:34.189605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:34.189640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:34.313720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:34.313868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:34.313908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:34.313937] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:34.317444] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-12-12T20:24:34.317745] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-12T20:24:34.317879] [INFO ] [sig       ] HZO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:34.462162] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/HZO.txt
[2025-12-12T20:24:34.462315] [INFO ] [sig       ] [1623/3596] Completed HZO in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:34.462354] [INFO ] [sig       ] [1624/3596] Forecasting IAC...
[2025-12-12T20:24:34.462383] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-12T20:24:34.462416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-12T20:24:34.474506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-12T20:24:34.474954] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-12T20:24:34.475985] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-12T20:24:34.476038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:34.476069] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:34.476095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:34.476151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:34.538520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:34.539412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:34.539499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:34.539531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:34.666698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:34.666853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:34.666894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:34.666923] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:34.670362] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-12T20:24:34.670661] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-12T20:24:34.670791] [INFO ] [sig       ] IAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:34.815552] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IAC.txt
[2025-12-12T20:24:34.815723] [INFO ] [sig       ] [1624/3596] Completed IAC in 0.4s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:34.815760] [INFO ] [sig       ] [1625/3596] Forecasting IAE...
[2025-12-12T20:24:34.815789] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-12T20:24:34.815820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-12T20:24:34.828048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-12T20:24:34.828410] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-12T20:24:34.829180] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-12T20:24:34.829230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:34.829260] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:34.829286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:34.829341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:34.887506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:34.888312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:34.888388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:34.888419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:35.001701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:35.001851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:35.001889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:35.001918] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:35.005915] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-12T20:24:35.006228] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-12T20:24:35.006357] [INFO ] [sig       ] IAE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:35.149768] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IAE.txt
[2025-12-12T20:24:35.149897] [INFO ] [sig       ] [1625/3596] Completed IAE in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.6m
[2025-12-12T20:24:35.149934] [INFO ] [sig       ] [1626/3596] Forecasting IAG...
[2025-12-12T20:24:35.149962] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-12T20:24:35.149991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-12T20:24:35.163311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-12T20:24:35.163721] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-12T20:24:35.164505] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-12T20:24:35.164556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:35.164606] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:35.164632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:35.164686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:35.226002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:35.227275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:35.227354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:35.227385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:35.349913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:35.350067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:35.350106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:35.350132] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:35.353416] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-12T20:24:35.353700] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-12T20:24:35.353818] [INFO ] [sig       ] IAG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:35.490022] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IAG.txt
[2025-12-12T20:24:35.490141] [INFO ] [sig       ] [1626/3596] Completed IAG in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-12T20:24:35.490178] [INFO ] [sig       ] [1627/3596] Forecasting IAS...
[2025-12-12T20:24:35.490206] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-12T20:24:35.490237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-12T20:24:35.501433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-12T20:24:35.501708] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-12T20:24:35.502485] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-12T20:24:35.502536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:35.502566] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:35.502615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:35.502671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:35.559326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:35.559932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:35.560005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:35.560036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:35.678600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:35.678771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:35.678810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:35.678838] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:35.682115] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-12T20:24:35.682380] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-12T20:24:35.682496] [INFO ] [sig       ] IAS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:35.820054] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IAS.txt
[2025-12-12T20:24:35.820179] [INFO ] [sig       ] [1627/3596] Completed IAS in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-12T20:24:35.820216] [INFO ] [sig       ] [1628/3596] Forecasting IBB...
[2025-12-12T20:24:35.820243] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-12T20:24:35.820273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-12T20:24:35.831754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-12T20:24:35.832051] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-12T20:24:35.832820] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-12T20:24:35.832870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:35.832900] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:35.832927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:35.832987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:35.890433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:35.891418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:35.891499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:35.891562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:36.021421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:36.021603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:36.021644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:36.021672] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:36.025355] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2025-12-12T20:24:36.025655] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-12T20:24:36.025782] [INFO ] [sig       ] IBB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:36.174239] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IBB.txt
[2025-12-12T20:24:36.174621] [INFO ] [sig       ] [1628/3596] Completed IBB in 0.4s | 2.84 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-12T20:24:36.174662] [INFO ] [sig       ] [1629/3596] Forecasting IBBQ...
[2025-12-12T20:24:36.174691] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-12T20:24:36.174722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-12T20:24:36.186644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-12T20:24:36.187024] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-12T20:24:36.187800] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-12T20:24:36.187850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:36.187881] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:36.187907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:36.187979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:36.249321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:36.250225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:36.250305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:36.250336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:36.363491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:36.363666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:36.363705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:36.363733] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:36.367447] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-12T20:24:36.367746] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-12T20:24:36.367873] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:36.517993] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBBQ.txt
[2025-12-12T20:24:36.518173] [INFO ] [sig       ] [1629/3596] Completed IBBQ in 0.3s | 2.84 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-12T20:24:36.518211] [INFO ] [sig       ] [1630/3596] Forecasting IBCP...
[2025-12-12T20:24:36.518240] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-12T20:24:36.518271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-12T20:24:36.529652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-12T20:24:36.530051] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-12T20:24:36.530822] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-12T20:24:36.530872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:36.530903] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:36.530934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:36.531001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:36.592323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:36.593171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:36.593251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:36.593283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:36.711652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:36.711825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:36.711864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:36.711891] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:36.715543] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-12-12T20:24:36.715844] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-12T20:24:36.715966] [INFO ] [sig       ] IBCP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:36.864762] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBCP.txt
[2025-12-12T20:24:36.864916] [INFO ] [sig       ] [1630/3596] Completed IBCP in 0.3s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:36.864954] [INFO ] [sig       ] [1631/3596] Forecasting IBEX...
[2025-12-12T20:24:36.864983] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-12T20:24:36.865014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-12T20:24:36.877281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-12T20:24:36.877656] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-12T20:24:36.878401] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-12T20:24:36.878452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:36.878495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:36.878524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:36.878601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:36.936198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:36.936950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:36.937029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:36.937062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:37.059173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:37.059305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:37.059341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:37.059369] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:37.062735] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-12-12T20:24:37.063006] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-12T20:24:37.063122] [INFO ] [sig       ] IBEX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:37.210768] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBEX.txt
[2025-12-12T20:24:37.210961] [INFO ] [sig       ] [1631/3596] Completed IBEX in 0.3s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:37.211001] [INFO ] [sig       ] [1632/3596] Forecasting IBM...
[2025-12-12T20:24:37.211029] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-12T20:24:37.211061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-12T20:24:37.223848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-12T20:24:37.224236] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-12T20:24:37.225019] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-12T20:24:37.225069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:37.225099] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:37.225124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:37.225178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:37.286838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:37.287728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:37.287810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:37.287842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:37.419135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:37.419292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:37.419332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:37.419362] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:37.423234] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-12-12T20:24:37.423676] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-12T20:24:37.423824] [INFO ] [sig       ] IBM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:37.578860] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBM.txt
[2025-12-12T20:24:37.579020] [INFO ] [sig       ] [1632/3596] Completed IBM in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:37.579060] [INFO ] [sig       ] [1633/3596] Forecasting IBN...
[2025-12-12T20:24:37.579090] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-12T20:24:37.579122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-12T20:24:37.593029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-12T20:24:37.593544] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-12T20:24:37.594552] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-12T20:24:37.594620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:37.594651] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:37.594676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:37.594730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:37.654092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:37.654915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:37.654995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:37.655029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:37.785659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:37.785814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:37.785852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:37.785881] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:37.789273] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-12T20:24:37.789541] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-12T20:24:37.789681] [INFO ] [sig       ] IBN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:37.936877] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBN.txt
[2025-12-12T20:24:37.937044] [INFO ] [sig       ] [1633/3596] Completed IBN in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:37.937084] [INFO ] [sig       ] [1634/3596] Forecasting IBOC...
[2025-12-12T20:24:37.937112] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-12T20:24:37.937144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-12T20:24:37.948260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-12T20:24:37.948644] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-12T20:24:37.949403] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-12T20:24:37.949454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:37.949485] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:37.949511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:37.949565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:38.008012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:38.008864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:38.008951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:38.008984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:38.125875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:38.126024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:38.126064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:38.126093] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:38.129869] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-12T20:24:38.130170] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-12T20:24:38.130291] [INFO ] [sig       ] IBOC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:38.274065] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IBOC.txt
[2025-12-12T20:24:38.274191] [INFO ] [sig       ] [1634/3596] Completed IBOC in 0.3s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:38.274234] [INFO ] [sig       ] [1635/3596] Forecasting IBP...
[2025-12-12T20:24:38.274263] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-12T20:24:38.274294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-12T20:24:38.288443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-12T20:24:38.289077] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-12T20:24:38.290330] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-12T20:24:38.290388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:38.290461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:38.290491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:38.290551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:38.353800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:38.355480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:38.355607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:38.355645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:38.490490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:38.490732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:38.490779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:38.490809] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:38.494634] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-12T20:24:38.494947] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-12T20:24:38.495096] [INFO ] [sig       ] IBP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:38.642746] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IBP.txt
[2025-12-12T20:24:38.642986] [INFO ] [sig       ] [1635/3596] Completed IBP in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:38.643034] [INFO ] [sig       ] [1636/3596] Forecasting IBRX...
[2025-12-12T20:24:38.643066] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-12T20:24:38.643101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-12T20:24:38.657354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-12T20:24:38.657930] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-12T20:24:38.658921] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-12T20:24:38.658977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:38.659009] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:38.659037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:38.659095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:38.722976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:38.724131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:38.724225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:38.724256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:38.851835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:38.852094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:38.852164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:38.852195] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:38.856561] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-12T20:24:38.856929] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-12T20:24:38.857099] [INFO ] [sig       ] IBRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:39.000052] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBRX.txt
[2025-12-12T20:24:39.000256] [INFO ] [sig       ] [1636/3596] Completed IBRX in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:39.000296] [INFO ] [sig       ] [1637/3596] Forecasting IBTF...
[2025-12-12T20:24:39.000324] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-12T20:24:39.000358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-12T20:24:39.016253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-12T20:24:39.016753] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-12T20:24:39.017560] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-12T20:24:39.017632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:39.017667] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:39.017695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:39.017750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:39.081319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:39.082151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:39.082250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:39.082286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:39.198625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:39.198788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:39.198827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:39.198856] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:39.202790] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-12T20:24:39.203072] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-12T20:24:39.203386] [INFO ] [sig       ] IBTF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:39.350718] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBTF.txt
[2025-12-12T20:24:39.350860] [INFO ] [sig       ] [1637/3596] Completed IBTF in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:39.350897] [INFO ] [sig       ] [1638/3596] Forecasting IBTG...
[2025-12-12T20:24:39.350926] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-12T20:24:39.350958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-12T20:24:39.363494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-12T20:24:39.363800] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-12T20:24:39.364544] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-12T20:24:39.364622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:39.364654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:39.364679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:39.364733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:39.420285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:39.420935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:39.421011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:39.421042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:39.543023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:39.543194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:39.543234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:39.543316] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:39.546934] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-12T20:24:39.547219] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-12T20:24:39.547344] [INFO ] [sig       ] IBTG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:39.693781] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBTG.txt
[2025-12-12T20:24:39.693951] [INFO ] [sig       ] [1638/3596] Completed IBTG in 0.3s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:39.693993] [INFO ] [sig       ] [1639/3596] Forecasting IBTH...
[2025-12-12T20:24:39.694022] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-12T20:24:39.694052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-12T20:24:39.705798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-12T20:24:39.706123] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-12T20:24:39.706894] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-12T20:24:39.706946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:39.706976] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:39.707002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:39.707058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:39.765626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:39.766521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:39.766623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:39.766657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:39.886920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:39.887074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:39.887115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:39.887144] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:39.890855] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-12-12T20:24:39.891174] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-12T20:24:39.891471] [INFO ] [sig       ] IBTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:40.031350] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IBTH.txt
[2025-12-12T20:24:40.031486] [INFO ] [sig       ] [1639/3596] Completed IBTH in 0.3s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:40.031524] [INFO ] [sig       ] [1640/3596] Forecasting IBTI...
[2025-12-12T20:24:40.031553] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-12T20:24:40.031601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-12T20:24:40.044176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-12T20:24:40.044732] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-12T20:24:40.045756] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-12T20:24:40.045809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:40.045841] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:40.045867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:40.045925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:40.106482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:40.107517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:40.107635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:40.107671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:40.234719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:40.234872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:40.234912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:40.234942] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:40.238549] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=57.10%)
[2025-12-12T20:24:40.238853] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-12T20:24:40.238981] [INFO ] [sig       ] IBTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:40.389020] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBTI.txt
[2025-12-12T20:24:40.389205] [INFO ] [sig       ] [1640/3596] Completed IBTI in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:40.389251] [INFO ] [sig       ] [1641/3596] Forecasting IBTJ...
[2025-12-12T20:24:40.389284] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-12T20:24:40.389317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-12T20:24:40.400957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-12T20:24:40.401291] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-12T20:24:40.402116] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-12T20:24:40.402175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:40.402217] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:40.402249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:40.402307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:40.463199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:40.463975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:40.464056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:40.464089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:40.595138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:40.595305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:40.595347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:40.595377] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:40.598947] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-12T20:24:40.599246] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-12T20:24:40.599381] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:40.755188] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IBTJ.txt
[2025-12-12T20:24:40.755432] [INFO ] [sig       ] [1641/3596] Completed IBTJ in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:40.755477] [INFO ] [sig       ] [1642/3596] Forecasting IBTK...
[2025-12-12T20:24:40.755510] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-12T20:24:40.755545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-12T20:24:40.770765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-12T20:24:40.771652] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-12T20:24:40.772805] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-12T20:24:40.772862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:40.772925] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:40.772953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:40.773012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:40.833778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:40.834994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:40.835090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:40.835124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:40.962844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:40.963080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:40.963124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:40.963152] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:40.967354] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-12T20:24:40.967796] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-12T20:24:40.967965] [INFO ] [sig       ] IBTK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:41.129554] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IBTK.txt
[2025-12-12T20:24:41.129765] [INFO ] [sig       ] [1642/3596] Completed IBTK in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.5m
[2025-12-12T20:24:41.129810] [INFO ] [sig       ] [1643/3596] Forecasting IBTL...
[2025-12-12T20:24:41.129840] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-12T20:24:41.129874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-12T20:24:41.143509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-12T20:24:41.143984] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-12T20:24:41.145158] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-12T20:24:41.145425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:41.145470] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:41.145510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:41.145607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:41.208542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:41.209420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:41.209514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:41.209547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:41.341991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:41.342154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:41.342196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:41.342226] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:41.346198] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-12T20:24:41.346554] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-12T20:24:41.346717] [INFO ] [sig       ] IBTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:41.504368] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IBTL.txt
[2025-12-12T20:24:41.504540] [INFO ] [sig       ] [1643/3596] Completed IBTL in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-12T20:24:41.504608] [INFO ] [sig       ] [1644/3596] Forecasting IBTM...
[2025-12-12T20:24:41.504641] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-12T20:24:41.504672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-12T20:24:41.517187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-12T20:24:41.517819] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-12T20:24:41.518749] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-12T20:24:41.518803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:41.518835] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:41.518864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:41.518922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:41.580687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:41.581554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:41.581668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:41.581703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:41.708630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:41.708796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:41.708846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:41.708878] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:41.712423] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=69.74%)
[2025-12-12T20:24:41.712777] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-12T20:24:41.712929] [INFO ] [sig       ] IBTM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:41.888771] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBTM.txt
[2025-12-12T20:24:41.888970] [INFO ] [sig       ] [1644/3596] Completed IBTM in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-12T20:24:41.889019] [INFO ] [sig       ] [1645/3596] Forecasting IBTO...
[2025-12-12T20:24:41.889056] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-12T20:24:41.889095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-12T20:24:41.904613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-12T20:24:41.905033] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-12T20:24:41.906209] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-12T20:24:41.906274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:41.906311] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:41.906346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:41.906422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:41.978433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:41.979280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:41.979392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:41.979426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:42.117651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:42.117809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:42.117860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:42.117896] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:42.121462] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=50.05%)
[2025-12-12T20:24:42.121808] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-12T20:24:42.121936] [INFO ] [sig       ] IBTO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:42.263729] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IBTO.txt
[2025-12-12T20:24:42.263882] [INFO ] [sig       ] [1645/3596] Completed IBTO in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-12T20:24:42.263922] [INFO ] [sig       ] [1646/3596] Forecasting ICE...
[2025-12-12T20:24:42.263960] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-12T20:24:42.263993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-12T20:24:42.275908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-12T20:24:42.276237] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-12T20:24:42.277004] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-12T20:24:42.277056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:42.277089] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:42.277117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:42.277176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:42.334000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:42.334823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:42.334906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:42.334938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:42.459054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:42.459211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:42.459252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:42.459280] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:42.463224] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=73.29%)
[2025-12-12T20:24:42.463494] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-12T20:24:42.463630] [INFO ] [sig       ] ICE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:42.614766] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ICE.txt
[2025-12-12T20:24:42.614923] [INFO ] [sig       ] [1646/3596] Completed ICE in 0.4s | 2.84 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-12T20:24:42.614961] [INFO ] [sig       ] [1647/3596] Forecasting ICFI...
[2025-12-12T20:24:42.614991] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-12T20:24:42.615021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-12T20:24:42.631903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-12T20:24:42.632216] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-12T20:24:42.633011] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-12T20:24:42.633064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:42.633113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:42.633146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:42.633213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:42.692830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:42.693798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:42.693876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:42.693907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:42.819790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:42.819940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:42.819982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:42.820009] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:42.823326] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-12T20:24:42.823608] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-12T20:24:42.823729] [INFO ] [sig       ] ICFI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:42.974863] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ICFI.txt
[2025-12-12T20:24:42.975068] [INFO ] [sig       ] [1647/3596] Completed ICFI in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:42.975115] [INFO ] [sig       ] [1648/3596] Forecasting ICL...
[2025-12-12T20:24:42.975146] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-12T20:24:42.975179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-12T20:24:42.991999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-12T20:24:42.992445] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-12T20:24:42.993562] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-12T20:24:42.993661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:42.993708] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:42.993749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:42.993833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:43.052590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:43.053217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:43.053294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:43.053327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:43.184381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:43.184722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:43.184760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:43.184787] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:43.188493] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-12T20:24:43.188775] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-12T20:24:43.188893] [INFO ] [sig       ] ICL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:43.329736] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ICL.txt
[2025-12-12T20:24:43.329901] [INFO ] [sig       ] [1648/3596] Completed ICL in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:43.329939] [INFO ] [sig       ] [1649/3596] Forecasting ICLN...
[2025-12-12T20:24:43.329968] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-12T20:24:43.329998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-12T20:24:43.342179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-12T20:24:43.342472] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-12T20:24:43.343229] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-12T20:24:43.343279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:43.343310] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:43.343337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:43.343391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:43.406164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:43.406903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:43.406993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:43.407026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:43.531958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:43.532102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:43.532141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:43.532187] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:43.535659] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-12T20:24:43.535926] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-12T20:24:43.536043] [INFO ] [sig       ] ICLN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:43.678160] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ICLN.txt
[2025-12-12T20:24:43.678298] [INFO ] [sig       ] [1649/3596] Completed ICLN in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:43.678335] [INFO ] [sig       ] [1650/3596] Forecasting ICMB...
[2025-12-12T20:24:43.678363] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-12T20:24:43.678393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-12T20:24:43.693192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-12T20:24:43.693921] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-12T20:24:43.694740] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-12T20:24:43.694793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:43.694825] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:43.694851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:43.694905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:43.756016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:43.756926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:43.757011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:43.757045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:43.866861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:43.867021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:43.867059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:43.867087] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:43.870501] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-12T20:24:43.870787] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-12T20:24:43.870910] [INFO ] [sig       ] ICMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:44.015112] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ICMB.txt
[2025-12-12T20:24:44.015287] [INFO ] [sig       ] [1650/3596] Completed ICMB in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:44.015328] [INFO ] [sig       ] [1651/3596] Forecasting ICOP...
[2025-12-12T20:24:44.015358] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-12T20:24:44.015389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-12T20:24:44.027243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-12T20:24:44.027643] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-12T20:24:44.028445] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-12T20:24:44.028497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:44.028529] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:44.028555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:44.028629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:44.089633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:44.090619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:44.090721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:44.090777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:44.209359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:44.209518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:44.209556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:44.209602] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:44.213456] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-12T20:24:44.213766] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-12T20:24:44.213896] [INFO ] [sig       ] ICOP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:44.359765] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ICOP.txt
[2025-12-12T20:24:44.359937] [INFO ] [sig       ] [1651/3596] Completed ICOP in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:44.359977] [INFO ] [sig       ] [1652/3596] Forecasting ICUI...
[2025-12-12T20:24:44.360006] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-12T20:24:44.360037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-12T20:24:44.372609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-12T20:24:44.372971] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-12T20:24:44.373744] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-12T20:24:44.373795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:44.373852] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:44.373881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:44.373936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:44.436068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:44.437152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:44.437235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:44.437268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:44.559689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:44.559868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:44.559910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:44.559944] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:44.563857] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2025-12-12T20:24:44.564186] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-12T20:24:44.564335] [INFO ] [sig       ] ICUI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:44.710764] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ICUI.txt
[2025-12-12T20:24:44.710936] [INFO ] [sig       ] [1652/3596] Completed ICUI in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:44.710978] [INFO ] [sig       ] [1653/3596] Forecasting IDA...
[2025-12-12T20:24:44.711009] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-12T20:24:44.711043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-12T20:24:44.723290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-12T20:24:44.723672] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-12T20:24:44.724435] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-12T20:24:44.724486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:44.724517] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:44.724543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:44.724634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:44.787451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:44.788379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:44.788465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:44.788498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:44.915405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:44.915593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:44.915646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:44.915677] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:44.919588] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-12T20:24:44.919967] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-12T20:24:44.920109] [INFO ] [sig       ] IDA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:45.064156] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IDA.txt
[2025-12-12T20:24:45.064336] [INFO ] [sig       ] [1653/3596] Completed IDA in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:45.064377] [INFO ] [sig       ] [1654/3596] Forecasting IDAI...
[2025-12-12T20:24:45.064406] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-12T20:24:45.064437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-12T20:24:45.076284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-12T20:24:45.076692] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-12T20:24:45.077445] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-12T20:24:45.077496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:45.077528] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:45.077554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:45.077633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:45.137940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:45.138891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:45.138990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:45.139023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:45.261227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:45.261390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:45.261431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:45.261458] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:45.264868] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-12T20:24:45.265161] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-12T20:24:45.265288] [INFO ] [sig       ] IDAI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:45.419930] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IDAI.txt
[2025-12-12T20:24:45.420091] [INFO ] [sig       ] [1654/3596] Completed IDAI in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:45.420130] [INFO ] [sig       ] [1655/3596] Forecasting IDCC...
[2025-12-12T20:24:45.420161] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-12T20:24:45.420193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-12T20:24:45.432780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-12T20:24:45.433143] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-12T20:24:45.434088] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-12T20:24:45.434153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:45.434184] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:45.434210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:45.434265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:45.492569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:45.493394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:45.493473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:45.493505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:45.617866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:45.618017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:45.618055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:45.618120] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:45.621591] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=55.82%)
[2025-12-12T20:24:45.621875] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-12T20:24:45.621998] [INFO ] [sig       ] IDCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:45.770684] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IDCC.txt
[2025-12-12T20:24:45.770841] [INFO ] [sig       ] [1655/3596] Completed IDCC in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:45.770880] [INFO ] [sig       ] [1656/3596] Forecasting IDE...
[2025-12-12T20:24:45.770909] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-12T20:24:45.770942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-12T20:24:45.782872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-12T20:24:45.783263] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-12T20:24:45.784075] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-12T20:24:45.784128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:45.784161] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:45.784187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:45.784242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:45.842385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:45.843285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:45.843377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:45.843410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:45.965096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:45.965261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:45.965302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:45.965330] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:45.968727] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-12T20:24:45.968991] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-12T20:24:45.969108] [INFO ] [sig       ] IDE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:46.110663] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IDE.txt
[2025-12-12T20:24:46.110831] [INFO ] [sig       ] [1656/3596] Completed IDE in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:46.110869] [INFO ] [sig       ] [1657/3596] Forecasting IDN...
[2025-12-12T20:24:46.110897] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-12T20:24:46.110929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-12T20:24:46.122096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-12T20:24:46.122461] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-12T20:24:46.123299] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-12T20:24:46.123352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:46.123384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:46.123411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:46.123467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:46.181739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:46.182628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:46.182709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:46.182742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:46.299800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:46.299965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:46.300007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:46.300036] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:46.303520] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-12T20:24:46.304025] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-12T20:24:46.304152] [INFO ] [sig       ] IDN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:46.445289] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IDN.txt
[2025-12-12T20:24:46.445457] [INFO ] [sig       ] [1657/3596] Completed IDN in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:46.445512] [INFO ] [sig       ] [1658/3596] Forecasting IDXX...
[2025-12-12T20:24:46.445553] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-12T20:24:46.445617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-12T20:24:46.457741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-12T20:24:46.458082] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-12T20:24:46.458952] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-12T20:24:46.459006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:46.459037] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:46.459064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:46.459120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:46.519876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:46.520775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:46.520856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:46.520888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:46.641247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:46.641407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:46.641448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:46.641476] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:46.645237] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-12T20:24:46.645698] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-12T20:24:46.645872] [INFO ] [sig       ] IDXX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:46.795373] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IDXX.txt
[2025-12-12T20:24:46.795542] [INFO ] [sig       ] [1658/3596] Completed IDXX in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:46.795604] [INFO ] [sig       ] [1659/3596] Forecasting IDYA...
[2025-12-12T20:24:46.795645] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-12T20:24:46.795676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-12T20:24:46.807889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-12T20:24:46.808271] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-12T20:24:46.809098] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-12T20:24:46.809152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:46.809184] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:46.809211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:46.809266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:46.870152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:46.871124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:46.871211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:46.871246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:46.994085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:46.994239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:46.994282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:46.994311] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:46.998367] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-12T20:24:46.998726] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-12T20:24:46.998898] [INFO ] [sig       ] IDYA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:47.139024] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IDYA.txt
[2025-12-12T20:24:47.139226] [INFO ] [sig       ] [1659/3596] Completed IDYA in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.4m
[2025-12-12T20:24:47.139289] [INFO ] [sig       ] [1660/3596] Forecasting IEF...
[2025-12-12T20:24:47.139339] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-12T20:24:47.139384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-12T20:24:47.154052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-12T20:24:47.154497] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-12T20:24:47.155555] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-12T20:24:47.155646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:47.155693] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:47.155730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:47.155810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:47.217678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:47.218590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:47.218674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:47.218707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:47.347503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:47.347671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:47.347712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:47.347740] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:47.351460] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-12T20:24:47.351774] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-12T20:24:47.351898] [INFO ] [sig       ] IEF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:47.499196] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IEF.txt
[2025-12-12T20:24:47.499366] [INFO ] [sig       ] [1660/3596] Completed IEF in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-12T20:24:47.499408] [INFO ] [sig       ] [1661/3596] Forecasting IEI...
[2025-12-12T20:24:47.499445] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-12T20:24:47.499490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-12T20:24:47.513418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-12T20:24:47.513819] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-12T20:24:47.514739] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-12T20:24:47.514805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:47.514840] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:47.514867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:47.514931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:47.579158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:47.580180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:47.580269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:47.580311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:47.709522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:47.709692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:47.709761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:47.709790] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:47.713548] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-12-12T20:24:47.713872] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-12T20:24:47.714013] [INFO ] [sig       ] IEI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:47.864849] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IEI.txt
[2025-12-12T20:24:47.864990] [INFO ] [sig       ] [1661/3596] Completed IEI in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-12T20:24:47.865029] [INFO ] [sig       ] [1662/3596] Forecasting IEP...
[2025-12-12T20:24:47.865057] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-12T20:24:47.865086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-12T20:24:47.879285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-12T20:24:47.879793] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-12T20:24:47.880624] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-12T20:24:47.880676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:47.880708] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:47.880734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:47.880789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:47.938007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:47.938961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:47.939091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:47.939125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:48.063061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:48.063257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:48.063300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:48.063329] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:48.066751] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-12T20:24:48.067029] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-12T20:24:48.067153] [INFO ] [sig       ] IEP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:48.208486] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IEP.txt
[2025-12-12T20:24:48.208677] [INFO ] [sig       ] [1662/3596] Completed IEP in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-12T20:24:48.208717] [INFO ] [sig       ] [1663/3596] Forecasting IESC...
[2025-12-12T20:24:48.208746] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-12T20:24:48.208777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-12T20:24:48.221525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-12T20:24:48.221923] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-12T20:24:48.222741] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-12T20:24:48.222793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:48.222824] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:48.222850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:48.222906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:48.290277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:48.291198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:48.291280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:48.291323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:48.415799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:48.415965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:48.416005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:48.416033] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:48.419425] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-12-12T20:24:48.419748] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-12T20:24:48.419877] [INFO ] [sig       ] IESC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:48.566741] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IESC.txt
[2025-12-12T20:24:48.566911] [INFO ] [sig       ] [1663/3596] Completed IESC in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-12T20:24:48.566951] [INFO ] [sig       ] [1664/3596] Forecasting IEX...
[2025-12-12T20:24:48.566980] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-12T20:24:48.567009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-12T20:24:48.581962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-12T20:24:48.582456] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-12T20:24:48.583688] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-12T20:24:48.583740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:48.583771] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:48.583797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:48.583852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:48.644977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:48.645940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:48.646027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:48.646059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:48.766910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:48.767068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:48.767108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:48.767136] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:48.770561] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-12-12T20:24:48.770867] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-12T20:24:48.770993] [INFO ] [sig       ] IEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:48.922762] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IEX.txt
[2025-12-12T20:24:48.922920] [INFO ] [sig       ] [1664/3596] Completed IEX in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:48.922958] [INFO ] [sig       ] [1665/3596] Forecasting IFF...
[2025-12-12T20:24:48.922989] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-12T20:24:48.923018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-12T20:24:48.937815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-12T20:24:48.938317] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-12T20:24:48.939289] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-12T20:24:48.939350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:48.939386] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:48.939418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:48.939694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:49.004027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:49.004911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:49.004996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:49.005028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:49.131514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:49.131687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:49.131728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:49.131757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:49.135105] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-12T20:24:49.135381] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-12T20:24:49.135772] [INFO ] [sig       ] IFF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:49.278830] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IFF.txt
[2025-12-12T20:24:49.279070] [INFO ] [sig       ] [1665/3596] Completed IFF in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:49.279129] [INFO ] [sig       ] [1666/3596] Forecasting IFN...
[2025-12-12T20:24:49.279172] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-12T20:24:49.279214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-12T20:24:49.292432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-12T20:24:49.292797] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-12T20:24:49.293809] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-12T20:24:49.293862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:49.293908] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:49.293938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:49.293995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:49.351826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:49.352643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:49.352722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:49.352753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:49.469268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:49.469435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:49.469473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:49.469502] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:49.473052] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-12T20:24:49.473349] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-12T20:24:49.473494] [INFO ] [sig       ] IFN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:49.617828] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IFN.txt
[2025-12-12T20:24:49.617996] [INFO ] [sig       ] [1666/3596] Completed IFN in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:49.618040] [INFO ] [sig       ] [1667/3596] Forecasting IFS...
[2025-12-12T20:24:49.618071] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-12T20:24:49.618101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-12T20:24:49.630450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-12T20:24:49.630830] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-12T20:24:49.631637] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-12T20:24:49.631687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:49.631717] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:49.631743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:49.631797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:49.689869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:49.690819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:49.690905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:49.690935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:49.817215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:49.817364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:49.817403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:49.817431] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:49.820818] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-12T20:24:49.821086] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-12T20:24:49.821203] [INFO ] [sig       ] IFS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:49.958983] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IFS.txt
[2025-12-12T20:24:49.959130] [INFO ] [sig       ] [1667/3596] Completed IFS in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:49.959170] [INFO ] [sig       ] [1668/3596] Forecasting IGA...
[2025-12-12T20:24:49.959198] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-12T20:24:49.959228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-12T20:24:49.970686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-12T20:24:49.971055] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-12T20:24:49.971868] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-12T20:24:49.971923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:49.971954] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:49.971979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:49.972035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:50.029344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:50.030232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:50.030311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:50.030342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:50.149142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:50.149297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:50.149336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:50.149364] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:50.152844] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-12T20:24:50.153119] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-12T20:24:50.153241] [INFO ] [sig       ] IGA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:50.295565] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IGA.txt
[2025-12-12T20:24:50.295745] [INFO ] [sig       ] [1668/3596] Completed IGA in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:50.295784] [INFO ] [sig       ] [1669/3596] Forecasting IGD...
[2025-12-12T20:24:50.295813] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-12T20:24:50.295843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-12T20:24:50.307331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-12T20:24:50.307650] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-12T20:24:50.308421] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-12T20:24:50.308473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:50.308742] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:50.308770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:50.308826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:50.371651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:50.372744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:50.372820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:50.372850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:50.495368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:50.495520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:50.495560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:50.495607] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:50.499142] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-12T20:24:50.499462] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-12T20:24:50.499819] [INFO ] [sig       ] IGD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:50.648665] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IGD.txt
[2025-12-12T20:24:50.648849] [INFO ] [sig       ] [1669/3596] Completed IGD in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:50.648901] [INFO ] [sig       ] [1670/3596] Forecasting IGF...
[2025-12-12T20:24:50.648938] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-12T20:24:50.648972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-12T20:24:50.661949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-12T20:24:50.662286] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-12T20:24:50.663115] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-12T20:24:50.663167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:50.663200] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:50.663226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:50.663281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:50.727104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:50.728012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:50.728094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:50.728126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:50.858649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:50.858803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:50.858844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:50.858874] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:50.862392] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=55.23%)
[2025-12-12T20:24:50.862709] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-12T20:24:50.862837] [INFO ] [sig       ] IGF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:51.010926] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IGF.txt
[2025-12-12T20:24:51.011074] [INFO ] [sig       ] [1670/3596] Completed IGF in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:51.011115] [INFO ] [sig       ] [1671/3596] Forecasting IGI...
[2025-12-12T20:24:51.011145] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-12T20:24:51.011176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-12T20:24:51.023976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-12T20:24:51.024348] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-12T20:24:51.025232] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-12T20:24:51.025286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:51.025320] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:51.025346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:51.025403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:51.087267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:51.088061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:51.088140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:51.088173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:51.196446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:51.196626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:51.196671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:51.196701] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:51.200130] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-12T20:24:51.200488] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-12T20:24:51.200641] [INFO ] [sig       ] IGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:51.349381] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IGI.txt
[2025-12-12T20:24:51.349786] [INFO ] [sig       ] [1671/3596] Completed IGI in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:51.349831] [INFO ] [sig       ] [1672/3596] Forecasting IGIB...
[2025-12-12T20:24:51.349864] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-12T20:24:51.349906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-12T20:24:51.363061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-12T20:24:51.363401] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-12T20:24:51.364184] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-12T20:24:51.364237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:51.364269] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:51.364297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:51.364366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:51.428939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:51.429918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:51.430003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:51.430036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:51.557434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:51.557609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:51.557649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:51.557710] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:51.561041] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-12T20:24:51.561310] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-12T20:24:51.561433] [INFO ] [sig       ] IGIB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:51.706280] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IGIB.txt
[2025-12-12T20:24:51.706470] [INFO ] [sig       ] [1672/3596] Completed IGIB in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:51.706523] [INFO ] [sig       ] [1673/3596] Forecasting IGIC...
[2025-12-12T20:24:51.706555] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-12T20:24:51.706611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-12T20:24:51.719080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-12T20:24:51.719443] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-12T20:24:51.720267] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-12T20:24:51.720328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:51.720367] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:51.720400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:51.720468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:51.779817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:51.780692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:51.780786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:51.780829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:51.898400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:51.898552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:51.898608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:51.898654] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:51.902067] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-12T20:24:51.902333] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-12T20:24:51.902456] [INFO ] [sig       ] IGIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:52.040414] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IGIC.txt
[2025-12-12T20:24:52.040552] [INFO ] [sig       ] [1673/3596] Completed IGIC in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:52.040607] [INFO ] [sig       ] [1674/3596] Forecasting IGSB...
[2025-12-12T20:24:52.040637] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-12T20:24:52.040666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-12T20:24:52.052543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-12T20:24:52.052889] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-12T20:24:52.053707] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-12T20:24:52.053760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:52.053792] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:52.053819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:52.053876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:52.111330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:52.112051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:52.112131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:52.112162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:52.235249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:52.235427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:52.235467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:52.235699] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:52.239079] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-12T20:24:52.239359] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-12T20:24:52.239488] [INFO ] [sig       ] IGSB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:52.378162] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IGSB.txt
[2025-12-12T20:24:52.378317] [INFO ] [sig       ] [1674/3596] Completed IGSB in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:52.378356] [INFO ] [sig       ] [1675/3596] Forecasting IHD...
[2025-12-12T20:24:52.378384] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-12T20:24:52.378414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-12T20:24:52.390215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-12T20:24:52.390563] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-12T20:24:52.391346] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-12T20:24:52.391397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:52.391428] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:52.391454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:52.391511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:52.449391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:52.450127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:52.450203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:52.450251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:52.566436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:52.566603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:52.566642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:52.566671] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:52.569999] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=51.28%)
[2025-12-12T20:24:52.570270] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-12T20:24:52.570389] [INFO ] [sig       ] IHD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:52.708912] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IHD.txt
[2025-12-12T20:24:52.709069] [INFO ] [sig       ] [1675/3596] Completed IHD in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:52.709109] [INFO ] [sig       ] [1676/3596] Forecasting IHG...
[2025-12-12T20:24:52.709137] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-12T20:24:52.709168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-12T20:24:52.720391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-12T20:24:52.720717] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-12T20:24:52.721461] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-12T20:24:52.721511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:52.721542] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:52.721567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:52.721644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:52.779006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:52.779881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:52.779959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:52.779990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:52.897804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:52.897953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:52.897992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:52.898019] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:52.901371] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-12T20:24:52.901838] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-12T20:24:52.901965] [INFO ] [sig       ] IHG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:53.042408] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IHG.txt
[2025-12-12T20:24:53.042555] [INFO ] [sig       ] [1676/3596] Completed IHG in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.3m
[2025-12-12T20:24:53.042611] [INFO ] [sig       ] [1677/3596] Forecasting IHS...
[2025-12-12T20:24:53.042641] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-12T20:24:53.042680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-12T20:24:53.053767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-12T20:24:53.054086] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-12T20:24:53.054881] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-12T20:24:53.054931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:53.054961] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:53.054998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:53.055054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:53.111055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:53.111722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:53.111801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:53.111834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:53.228695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:53.228849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:53.228888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:53.228915] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:53.232350] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-12-12T20:24:53.232642] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-12T20:24:53.232764] [INFO ] [sig       ] IHS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:53.369128] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IHS.txt
[2025-12-12T20:24:53.369276] [INFO ] [sig       ] [1677/3596] Completed IHS in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-12T20:24:53.369314] [INFO ] [sig       ] [1678/3596] Forecasting IIF...
[2025-12-12T20:24:53.369343] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-12T20:24:53.369374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-12T20:24:53.381473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-12T20:24:53.381907] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-12T20:24:53.382799] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-12T20:24:53.382850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:53.382882] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:53.382908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:53.382963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:53.446152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:53.447000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:53.447079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:53.447111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:53.562995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:53.563149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:53.563189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:53.563217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:53.566534] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-12T20:24:53.566815] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-12T20:24:53.566931] [INFO ] [sig       ] IIF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:53.709968] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IIF.txt
[2025-12-12T20:24:53.710137] [INFO ] [sig       ] [1678/3596] Completed IIF in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-12T20:24:53.710175] [INFO ] [sig       ] [1679/3596] Forecasting III...
[2025-12-12T20:24:53.710205] [INFO ] [sig       ] Generating forecast for: III
[2025-12-12T20:24:53.710240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-12T20:24:53.722119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-12T20:24:53.722478] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-12T20:24:53.723266] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-12T20:24:53.723330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:53.723360] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:53.723386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:53.723441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:53.780996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:53.781862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:53.781987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:53.782021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:53.898366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:53.898526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:53.898566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:53.898614] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:53.902235] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-12-12T20:24:53.902501] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-12T20:24:53.902642] [INFO ] [sig       ] III: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:54.041255] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/III.txt
[2025-12-12T20:24:54.041408] [INFO ] [sig       ] [1679/3596] Completed III in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-12T20:24:54.041445] [INFO ] [sig       ] [1680/3596] Forecasting IIIN...
[2025-12-12T20:24:54.041475] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-12T20:24:54.041506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-12T20:24:54.053644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-12T20:24:54.054033] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-12T20:24:54.054876] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-12T20:24:54.054938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:54.054983] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:54.055016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:54.055075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:54.115364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:54.116155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:54.116234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:54.116266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:54.236229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:54.236383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:54.236422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:54.236449] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:54.239783] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-12T20:24:54.240047] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-12T20:24:54.240163] [INFO ] [sig       ] IIIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:54.384838] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IIIN.txt
[2025-12-12T20:24:54.384979] [INFO ] [sig       ] [1680/3596] Completed IIIN in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-12T20:24:54.385017] [INFO ] [sig       ] [1681/3596] Forecasting IIM...
[2025-12-12T20:24:54.385045] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-12T20:24:54.385076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-12T20:24:54.397864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-12T20:24:54.398214] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-12T20:24:54.399196] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-12T20:24:54.399258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:54.399294] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:54.399325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:54.399414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:54.469818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:54.470759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:54.470842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:54.470876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:54.594158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:54.594325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:54.594373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:54.594402] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:54.597957] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-12T20:24:54.598228] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-12T20:24:54.598348] [INFO ] [sig       ] IIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:54.749498] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IIM.txt
[2025-12-12T20:24:54.749891] [INFO ] [sig       ] [1681/3596] Completed IIM in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-12T20:24:54.749933] [INFO ] [sig       ] [1682/3596] Forecasting ILMN...
[2025-12-12T20:24:54.749962] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-12T20:24:54.749993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-12T20:24:54.761846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-12T20:24:54.762203] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-12T20:24:54.763066] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-12T20:24:54.763127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:54.763161] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:54.763188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:54.763245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:54.823112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:54.824026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:54.824111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:54.824150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:54.946986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:54.947168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:54.947222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:54.947266] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:54.950923] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-12T20:24:54.951231] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-12T20:24:54.951365] [INFO ] [sig       ] ILMN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:55.096228] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ILMN.txt
[2025-12-12T20:24:55.096415] [INFO ] [sig       ] [1682/3596] Completed ILMN in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:55.096458] [INFO ] [sig       ] [1683/3596] Forecasting IMAX...
[2025-12-12T20:24:55.096489] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-12T20:24:55.096521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-12T20:24:55.107671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-12T20:24:55.107968] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-12T20:24:55.108727] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-12T20:24:55.108777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:55.108808] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:55.108835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:55.108890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:55.166771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:55.167615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:55.167697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:55.167731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:55.289315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:55.289481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:55.289531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:55.289566] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:55.292999] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-12T20:24:55.293277] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-12T20:24:55.293408] [INFO ] [sig       ] IMAX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:55.444284] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IMAX.txt
[2025-12-12T20:24:55.444459] [INFO ] [sig       ] [1683/3596] Completed IMAX in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:55.444498] [INFO ] [sig       ] [1684/3596] Forecasting IMKTA...
[2025-12-12T20:24:55.444536] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-12T20:24:55.444593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-12T20:24:55.458147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-12T20:24:55.458602] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-12T20:24:55.459426] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-12T20:24:55.459485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:55.459518] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:55.459546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:55.459622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:55.519230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:55.520090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:55.520172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:55.520204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:55.638013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:55.638177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:55.638226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:55.638267] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:55.641901] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-12T20:24:55.642195] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-12T20:24:55.642327] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:55.783180] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IMKTA.txt
[2025-12-12T20:24:55.783333] [INFO ] [sig       ] [1684/3596] Completed IMKTA in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:55.783383] [INFO ] [sig       ] [1685/3596] Forecasting IMMP...
[2025-12-12T20:24:55.783431] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-12T20:24:55.783467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-12T20:24:55.795632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-12T20:24:55.796160] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-12T20:24:55.796949] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-12T20:24:55.797007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:55.797040] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:55.797068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:55.797125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:55.863660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:55.864684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:55.864787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:55.864834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:55.996294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:55.996449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:55.996492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:55.996519] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:55.999925] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-12T20:24:56.000213] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-12T20:24:56.000338] [INFO ] [sig       ] IMMP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:56.143270] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IMMP.txt
[2025-12-12T20:24:56.143430] [INFO ] [sig       ] [1685/3596] Completed IMMP in 0.4s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:56.143472] [INFO ] [sig       ] [1686/3596] Forecasting IMMX...
[2025-12-12T20:24:56.143501] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-12T20:24:56.143531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-12T20:24:56.156120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-12T20:24:56.156416] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-12T20:24:56.157217] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-12T20:24:56.157270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:56.157326] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:56.157354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:56.157410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:56.215545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:56.216440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:56.216532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:56.216567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:56.335425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:56.335606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:56.335646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:56.335674] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:56.339776] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=61.04%)
[2025-12-12T20:24:56.340230] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-12T20:24:56.340349] [INFO ] [sig       ] IMMX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:56.481942] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IMMX.txt
[2025-12-12T20:24:56.482115] [INFO ] [sig       ] [1686/3596] Completed IMMX in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:56.482153] [INFO ] [sig       ] [1687/3596] Forecasting IMNM...
[2025-12-12T20:24:56.482182] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-12T20:24:56.482210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-12T20:24:56.494910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-12T20:24:56.495316] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-12T20:24:56.496139] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-12T20:24:56.496190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:56.496220] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:56.496246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:56.496300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:56.557754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:56.558568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:56.558666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:56.558698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:56.684491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:56.684673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:56.684714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:56.684742] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:56.688134] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-12T20:24:56.688403] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-12T20:24:56.688520] [INFO ] [sig       ] IMNM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:56.826971] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IMNM.txt
[2025-12-12T20:24:56.827146] [INFO ] [sig       ] [1687/3596] Completed IMNM in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:56.827186] [INFO ] [sig       ] [1688/3596] Forecasting IMNN...
[2025-12-12T20:24:56.827216] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-12T20:24:56.827245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-12T20:24:56.839259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-12T20:24:56.839636] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-12T20:24:56.840476] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-12T20:24:56.840539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:56.840598] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:56.840628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:56.840684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:56.899299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:56.900249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:56.900331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:56.900363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:57.028029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:57.028189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:57.028228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:57.028257] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:57.031878] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-12T20:24:57.032172] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-12T20:24:57.032301] [INFO ] [sig       ] IMNN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:57.175444] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IMNN.txt
[2025-12-12T20:24:57.175619] [INFO ] [sig       ] [1688/3596] Completed IMNN in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:57.175661] [INFO ] [sig       ] [1689/3596] Forecasting IMOS...
[2025-12-12T20:24:57.175689] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-12T20:24:57.175721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-12T20:24:57.187319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-12T20:24:57.187703] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-12T20:24:57.188497] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-12T20:24:57.188549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:57.188795] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:57.188823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:57.188879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:57.247686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:57.248524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:57.248622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:57.248656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:57.370923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:57.371077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:57.371116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:57.371178] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:57.374556] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-12T20:24:57.374863] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-12T20:24:57.374988] [INFO ] [sig       ] IMOS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:57.517408] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IMOS.txt
[2025-12-12T20:24:57.517609] [INFO ] [sig       ] [1689/3596] Completed IMOS in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:57.517651] [INFO ] [sig       ] [1690/3596] Forecasting IMPP...
[2025-12-12T20:24:57.517681] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-12T20:24:57.517712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-12T20:24:57.530083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-12T20:24:57.530454] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-12T20:24:57.531469] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-12T20:24:57.531544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:57.531604] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:57.531633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:57.531689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:57.594157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:57.595204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:57.595280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:57.595311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:57.715705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:57.715874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:57.715919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:57.715947] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:57.719359] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=61.44%)
[2025-12-12T20:24:57.719697] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-12T20:24:57.719870] [INFO ] [sig       ] IMPP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:57.860999] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IMPP.txt
[2025-12-12T20:24:57.861148] [INFO ] [sig       ] [1690/3596] Completed IMPP in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:57.861187] [INFO ] [sig       ] [1691/3596] Forecasting IMRX...
[2025-12-12T20:24:57.861216] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-12T20:24:57.861247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-12T20:24:57.873147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-12T20:24:57.873465] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-12T20:24:57.874260] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-12T20:24:57.874313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:57.874346] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:57.874373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:57.874429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:57.936453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:57.937273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:57.937355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:57.937388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:58.064104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:58.064258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:58.064301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:58.064345] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:58.068372] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-12-12T20:24:58.068856] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-12T20:24:58.068980] [INFO ] [sig       ] IMRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:58.216256] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IMRX.txt
[2025-12-12T20:24:58.216421] [INFO ] [sig       ] [1691/3596] Completed IMRX in 0.4s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:58.216462] [INFO ] [sig       ] [1692/3596] Forecasting IMTX...
[2025-12-12T20:24:58.216495] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-12T20:24:58.216528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-12T20:24:58.227785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-12T20:24:58.228101] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-12T20:24:58.228899] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-12T20:24:58.228951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:58.228984] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:58.229010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:58.229067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:58.291974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:58.292750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:58.292828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:58.292861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:58.421744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:58.421908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:58.421965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:58.422007] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:58.425433] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-12T20:24:58.425736] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-12T20:24:58.425863] [INFO ] [sig       ] IMTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:58.571671] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IMTX.txt
[2025-12-12T20:24:58.572013] [INFO ] [sig       ] [1692/3596] Completed IMTX in 0.4s | 2.84 sym/s | Total: 9.9m | ETA: 11.2m
[2025-12-12T20:24:58.572053] [INFO ] [sig       ] [1693/3596] Forecasting IMXI...
[2025-12-12T20:24:58.572083] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-12T20:24:58.572115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-12T20:24:58.583728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-12T20:24:58.584046] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-12T20:24:58.584842] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-12T20:24:58.584895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:58.584929] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:58.584956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:58.585013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:58.646160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:58.646919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:58.647010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:58.647049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:58.767397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:58.767564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:58.767631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:58.767663] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:58.771003] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-12T20:24:58.771274] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-12T20:24:58.771394] [INFO ] [sig       ] IMXI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:58.918655] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IMXI.txt
[2025-12-12T20:24:58.918802] [INFO ] [sig       ] [1693/3596] Completed IMXI in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-12T20:24:58.918843] [INFO ] [sig       ] [1694/3596] Forecasting INAB...
[2025-12-12T20:24:58.918883] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-12T20:24:58.918926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-12T20:24:58.932297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-12T20:24:58.932752] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-12T20:24:58.933602] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-12T20:24:58.933844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:58.933880] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:58.933912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:58.933968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:58.996218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:58.997114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:58.997198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:58.997243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:59.125275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:59.125468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:59.125511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:59.125542] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:59.129205] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=11.71%)
[2025-12-12T20:24:59.129484] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-12T20:24:59.129632] [INFO ] [sig       ] INAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:59.279999] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INAB.txt
[2025-12-12T20:24:59.280155] [INFO ] [sig       ] [1694/3596] Completed INAB in 0.4s | 2.84 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-12T20:24:59.280195] [INFO ] [sig       ] [1695/3596] Forecasting INBK...
[2025-12-12T20:24:59.280226] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-12T20:24:59.280257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-12T20:24:59.292592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-12T20:24:59.293121] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-12T20:24:59.293895] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-12T20:24:59.293946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:59.293977] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:59.294003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:59.294058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:59.351509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:59.352169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:59.352245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:59.352277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:59.481951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:59.482099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:59.482139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:59.482167] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:59.485565] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-12T20:24:59.485871] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-12T20:24:59.485992] [INFO ] [sig       ] INBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:24:59.626490] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INBK.txt
[2025-12-12T20:24:59.626642] [INFO ] [sig       ] [1695/3596] Completed INBK in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-12T20:24:59.626683] [INFO ] [sig       ] [1696/3596] Forecasting INBX...
[2025-12-12T20:24:59.626713] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-12T20:24:59.626743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-12T20:24:59.638109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-12T20:24:59.638400] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-12T20:24:59.639199] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-12T20:24:59.639249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:59.639280] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:59.639308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:59.639363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:24:59.696882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:24:59.697543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:24:59.697661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:24:59.697693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:24:59.819976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:24:59.820133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:24:59.820174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:24:59.820201] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:24:59.823555] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-12T20:24:59.823942] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-12T20:24:59.824070] [INFO ] [sig       ] INBX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:24:59.966591] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INBX.txt
[2025-12-12T20:24:59.966737] [INFO ] [sig       ] [1696/3596] Completed INBX in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-12T20:24:59.966776] [INFO ] [sig       ] [1697/3596] Forecasting INCY...
[2025-12-12T20:24:59.966806] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-12T20:24:59.966837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-12T20:24:59.978539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-12T20:24:59.978847] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-12T20:24:59.979737] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-12T20:24:59.979798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:24:59.980026] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:24:59.980051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:24:59.980106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:00.044340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:00.045154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:00.045232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:00.045265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:00.167288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:00.167409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:00.167452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:00.167483] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:00.171293] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2025-12-12T20:25:00.171594] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-12T20:25:00.171913] [INFO ] [sig       ] INCY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:00.313651] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INCY.txt
[2025-12-12T20:25:00.313798] [INFO ] [sig       ] [1697/3596] Completed INCY in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-12T20:25:00.313836] [INFO ] [sig       ] [1698/3596] Forecasting INDB...
[2025-12-12T20:25:00.313866] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-12T20:25:00.313896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-12T20:25:00.329295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-12T20:25:00.329654] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-12T20:25:00.330444] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-12T20:25:00.330499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:00.330537] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:00.330570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:00.330661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:00.400365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:00.401166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:00.401250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:00.401283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:00.526534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:00.526882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:00.526931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:00.526960] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:00.530632] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-12T20:25:00.531066] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-12T20:25:00.531184] [INFO ] [sig       ] INDB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:00.672499] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INDB.txt
[2025-12-12T20:25:00.672656] [INFO ] [sig       ] [1698/3596] Completed INDB in 0.4s | 2.84 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-12T20:25:00.672696] [INFO ] [sig       ] [1699/3596] Forecasting INDI...
[2025-12-12T20:25:00.672724] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-12T20:25:00.672754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-12T20:25:00.684340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-12T20:25:00.684679] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-12T20:25:00.685454] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-12T20:25:00.685511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:00.685551] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:00.685617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:00.685691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:00.743885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:00.744556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:00.744650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:00.744684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:00.865356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:00.865505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:00.865544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:00.865595] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:00.869011] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2025-12-12T20:25:00.869283] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-12T20:25:00.869406] [INFO ] [sig       ] INDI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:01.010075] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INDI.txt
[2025-12-12T20:25:01.010250] [INFO ] [sig       ] [1699/3596] Completed INDI in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:01.010290] [INFO ] [sig       ] [1700/3596] Forecasting INDP...
[2025-12-12T20:25:01.010320] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-12T20:25:01.010351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-12T20:25:01.023982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-12T20:25:01.024479] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-12T20:25:01.025545] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-12T20:25:01.025642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:01.025691] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:01.025729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:01.025806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:01.095290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:01.096387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:01.096469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:01.096502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:01.205256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:01.205422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:01.205461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:01.205489] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:01.209401] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-12T20:25:01.209718] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-12T20:25:01.209843] [INFO ] [sig       ] INDP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:01.359325] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INDP.txt
[2025-12-12T20:25:01.359505] [INFO ] [sig       ] [1700/3596] Completed INDP in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:01.359545] [INFO ] [sig       ] [1701/3596] Forecasting INDY...
[2025-12-12T20:25:01.359600] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-12T20:25:01.359632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-12T20:25:01.371004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-12T20:25:01.371360] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-12T20:25:01.372167] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-12T20:25:01.372231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:01.372263] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:01.372290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:01.372344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:01.433658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:01.434547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:01.434658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:01.434692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:01.565369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:01.565532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:01.565589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:01.565623] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:01.569433] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=60.40%)
[2025-12-12T20:25:01.569767] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-12T20:25:01.569900] [INFO ] [sig       ] INDY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:01.716175] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INDY.txt
[2025-12-12T20:25:01.716352] [INFO ] [sig       ] [1701/3596] Completed INDY in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:01.716392] [INFO ] [sig       ] [1702/3596] Forecasting INFY...
[2025-12-12T20:25:01.716422] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-12T20:25:01.716452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-12T20:25:01.729427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-12T20:25:01.729879] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-12T20:25:01.730734] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-12T20:25:01.730787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:01.730822] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:01.730850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:01.730907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:01.804279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:01.805197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:01.805283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:01.805316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:01.937789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:01.937971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:01.938021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:01.938057] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:01.942522] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-12T20:25:01.942955] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-12T20:25:01.943126] [INFO ] [sig       ] INFY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:02.179255] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INFY.txt
[2025-12-12T20:25:02.179419] [INFO ] [sig       ] [1702/3596] Completed INFY in 0.5s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:02.179458] [INFO ] [sig       ] [1703/3596] Forecasting ING...
[2025-12-12T20:25:02.179488] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-12T20:25:02.179518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-12T20:25:02.193489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-12T20:25:02.193943] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-12T20:25:02.194897] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-12T20:25:02.194956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:02.195023] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:02.195052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:02.195110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:02.259406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:02.260354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:02.260442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:02.260475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:02.393204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:02.393388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:02.393445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:02.393486] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:02.397605] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-12-12T20:25:02.397985] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-12T20:25:02.398133] [INFO ] [sig       ] ING: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:02.562063] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ING.txt
[2025-12-12T20:25:02.562222] [INFO ] [sig       ] [1703/3596] Completed ING in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:02.562263] [INFO ] [sig       ] [1704/3596] Forecasting INGN...
[2025-12-12T20:25:02.562294] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-12T20:25:02.562324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-12T20:25:02.574713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-12T20:25:02.575106] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-12T20:25:02.575965] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-12T20:25:02.576018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:02.576048] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:02.576074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:02.576128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:02.642132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:02.643353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:02.643476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:02.643524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:02.806930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:02.807117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:02.807174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:02.807209] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:02.811180] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=52.40%)
[2025-12-12T20:25:02.811670] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-12T20:25:02.811860] [INFO ] [sig       ] INGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:03.024843] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INGN.txt
[2025-12-12T20:25:03.025093] [INFO ] [sig       ] [1704/3596] Completed INGN in 0.5s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:03.025193] [INFO ] [sig       ] [1705/3596] Forecasting INM...
[2025-12-12T20:25:03.025251] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-12T20:25:03.025294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-12T20:25:03.051115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-12T20:25:03.051657] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-12T20:25:03.052930] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-12T20:25:03.053000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:03.053050] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:03.053094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:03.053184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:03.133880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:03.135092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:03.135206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:03.135255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:03.299267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:03.299463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:03.299526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:03.299592] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:03.305057] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=24.37%)
[2025-12-12T20:25:03.305670] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-12T20:25:03.305893] [INFO ] [sig       ] INM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:03.536174] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INM.txt
[2025-12-12T20:25:03.536413] [INFO ] [sig       ] [1705/3596] Completed INM in 0.5s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:03.536479] [INFO ] [sig       ] [1706/3596] Forecasting INMB...
[2025-12-12T20:25:03.536531] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-12T20:25:03.536610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-12T20:25:03.550339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-12T20:25:03.550816] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-12T20:25:03.551729] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-12T20:25:03.551783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:03.551815] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:03.551843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:03.551898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:03.617694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:03.618654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:03.618756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:03.618790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:03.788057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:03.788236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:03.788277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:03.788344] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:03.792054] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=28.51%)
[2025-12-12T20:25:03.792388] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-12T20:25:03.792544] [INFO ] [sig       ] INMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:03.947191] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INMB.txt
[2025-12-12T20:25:03.947359] [INFO ] [sig       ] [1706/3596] Completed INMB in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:03.947399] [INFO ] [sig       ] [1707/3596] Forecasting INMD...
[2025-12-12T20:25:03.947429] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-12T20:25:03.947461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-12T20:25:03.960283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-12T20:25:03.960708] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-12T20:25:03.961597] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-12T20:25:03.961663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:03.961703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:03.961736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:03.961792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:04.023002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:04.023849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:04.023929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:04.023962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:04.151287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:04.151441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:04.151480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:04.151509] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:04.155108] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-12T20:25:04.155400] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-12T20:25:04.155534] [INFO ] [sig       ] INMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:04.304266] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INMD.txt
[2025-12-12T20:25:04.304413] [INFO ] [sig       ] [1707/3596] Completed INMD in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:04.304452] [INFO ] [sig       ] [1708/3596] Forecasting INN...
[2025-12-12T20:25:04.304480] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-12T20:25:04.304510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-12T20:25:04.318343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-12T20:25:04.318786] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-12T20:25:04.319681] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-12T20:25:04.319775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:04.319809] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:04.319836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:04.320090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:04.389883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:04.390795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:04.390882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:04.390916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:04.520255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:04.520411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:04.520468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:04.520498] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:04.524071] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-12T20:25:04.524391] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-12T20:25:04.524522] [INFO ] [sig       ] INN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:04.693951] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INN.txt
[2025-12-12T20:25:04.694109] [INFO ] [sig       ] [1708/3596] Completed INN in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:04.694148] [INFO ] [sig       ] [1709/3596] Forecasting INO...
[2025-12-12T20:25:04.694178] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-12T20:25:04.694209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-12T20:25:04.706549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-12T20:25:04.706943] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-12T20:25:04.707756] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-12T20:25:04.707808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:04.707839] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:04.708050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:04.708105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:04.768705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:04.769538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:04.769640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:04.769674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:04.893781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:04.894121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:04.894160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:04.894187] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:04.897725] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=33.99%)
[2025-12-12T20:25:04.898010] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-12T20:25:04.898132] [INFO ] [sig       ] INO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:05.039989] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INO.txt
[2025-12-12T20:25:05.040150] [INFO ] [sig       ] [1709/3596] Completed INO in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:05.040191] [INFO ] [sig       ] [1710/3596] Forecasting INOD...
[2025-12-12T20:25:05.040221] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-12T20:25:05.040254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-12T20:25:05.051493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-12T20:25:05.051927] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-12T20:25:05.052814] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-12T20:25:05.052871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:05.052903] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:05.052931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:05.052987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:05.110503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:05.111390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:05.111492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:05.111525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:05.236589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:05.236742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:05.236782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:05.236810] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:05.240245] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-12T20:25:05.240533] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-12T20:25:05.240682] [INFO ] [sig       ] INOD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:05.385668] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INOD.txt
[2025-12-12T20:25:05.385830] [INFO ] [sig       ] [1710/3596] Completed INOD in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:05.385869] [INFO ] [sig       ] [1711/3596] Forecasting INSE...
[2025-12-12T20:25:05.385898] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-12T20:25:05.385929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-12T20:25:05.397999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-12T20:25:05.398359] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-12T20:25:05.399208] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-12T20:25:05.399261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:05.399293] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:05.399320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:05.399377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:05.457616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:05.458509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:05.458620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:05.458655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:05.580101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:05.580253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:05.580292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:05.580320] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:05.583645] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=68.55%)
[2025-12-12T20:25:05.583940] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-12T20:25:05.584060] [INFO ] [sig       ] INSE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:05.725302] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INSE.txt
[2025-12-12T20:25:05.725461] [INFO ] [sig       ] [1711/3596] Completed INSE in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.1m
[2025-12-12T20:25:05.725502] [INFO ] [sig       ] [1712/3596] Forecasting INSG...
[2025-12-12T20:25:05.725538] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-12T20:25:05.725600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-12T20:25:05.740171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-12T20:25:05.740602] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-12T20:25:05.741698] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-12T20:25:05.741772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:05.741849] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:05.741907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:05.741994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:05.808900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:05.809869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:05.809960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:05.809993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:05.926932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:05.927086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:05.927125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:05.927154] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:05.930508] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=65.52%)
[2025-12-12T20:25:05.930798] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-12T20:25:05.930917] [INFO ] [sig       ] INSG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:06.070015] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INSG.txt
[2025-12-12T20:25:06.070181] [INFO ] [sig       ] [1712/3596] Completed INSG in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-12T20:25:06.070221] [INFO ] [sig       ] [1713/3596] Forecasting INSM...
[2025-12-12T20:25:06.070258] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-12T20:25:06.070289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-12T20:25:06.081491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-12T20:25:06.081844] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-12T20:25:06.082610] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-12T20:25:06.082666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:06.082697] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:06.082724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:06.082779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:06.140291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:06.141123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:06.141239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:06.141273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:06.260353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:06.260513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:06.260552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:06.260600] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:06.264020] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-12T20:25:06.264335] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-12T20:25:06.264467] [INFO ] [sig       ] INSM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:06.404803] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INSM.txt
[2025-12-12T20:25:06.404966] [INFO ] [sig       ] [1713/3596] Completed INSM in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-12T20:25:06.405005] [INFO ] [sig       ] [1714/3596] Forecasting INSP...
[2025-12-12T20:25:06.405036] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-12T20:25:06.405067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-12T20:25:06.417404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-12T20:25:06.417765] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-12T20:25:06.418543] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-12T20:25:06.418619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:06.418658] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:06.418689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:06.418747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:06.477788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:06.478662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:06.478751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:06.478784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:06.599570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:06.599753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:06.599796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:06.599824] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:06.603168] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-12T20:25:06.603456] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-12T20:25:06.603596] [INFO ] [sig       ] INSP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:06.754024] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INSP.txt
[2025-12-12T20:25:06.754152] [INFO ] [sig       ] [1714/3596] Completed INSP in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-12T20:25:06.754189] [INFO ] [sig       ] [1715/3596] Forecasting INTA...
[2025-12-12T20:25:06.754218] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-12T20:25:06.754248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-12T20:25:06.765361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-12T20:25:06.765674] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-12T20:25:06.766437] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-12T20:25:06.766488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:06.766520] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:06.766547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:06.766671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:06.826931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:06.827717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:06.827796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:06.827830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:06.958100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:06.958277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:06.958324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:06.958354] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:06.962094] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-12-12T20:25:06.962367] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-12T20:25:06.962490] [INFO ] [sig       ] INTA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:07.116174] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INTA.txt
[2025-12-12T20:25:07.116329] [INFO ] [sig       ] [1715/3596] Completed INTA in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:07.116367] [INFO ] [sig       ] [1716/3596] Forecasting INTC...
[2025-12-12T20:25:07.116403] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-12T20:25:07.116434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-12T20:25:07.127752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-12T20:25:07.128118] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-12T20:25:07.128897] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-12T20:25:07.128948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:07.128979] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:07.129005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:07.129060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:07.187184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:07.188078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:07.188164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:07.188197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:07.308200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:07.308354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:07.308393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:07.308421] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:07.311728] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2025-12-12T20:25:07.312012] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-12T20:25:07.312129] [INFO ] [sig       ] INTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:07.452971] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INTC.txt
[2025-12-12T20:25:07.453153] [INFO ] [sig       ] [1716/3596] Completed INTC in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:07.453193] [INFO ] [sig       ] [1717/3596] Forecasting INTZ...
[2025-12-12T20:25:07.453224] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-12T20:25:07.453254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-12T20:25:07.464119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-12T20:25:07.464451] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-12T20:25:07.465217] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-12T20:25:07.465268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:07.465299] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:07.465325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:07.465380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:07.523014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:07.523868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:07.523948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:07.523981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:07.648073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:07.648261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:07.648301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:07.648328] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:07.652069] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-12-12T20:25:07.652465] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-12T20:25:07.652630] [INFO ] [sig       ] INTZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:07.794886] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INTZ.txt
[2025-12-12T20:25:07.795044] [INFO ] [sig       ] [1717/3596] Completed INTZ in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:07.795083] [INFO ] [sig       ] [1718/3596] Forecasting INVA...
[2025-12-12T20:25:07.795112] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-12T20:25:07.795144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-12T20:25:07.807711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-12T20:25:07.808094] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-12T20:25:07.808935] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-12T20:25:07.808988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:07.809020] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:07.809047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:07.809102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:07.868916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:07.869779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:07.869859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:07.869891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:07.989146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:07.989299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:07.989336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:07.989364] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:07.992761] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=62.84%)
[2025-12-12T20:25:07.993054] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-12T20:25:07.993178] [INFO ] [sig       ] INVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:08.134881] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INVA.txt
[2025-12-12T20:25:08.135036] [INFO ] [sig       ] [1718/3596] Completed INVA in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:08.135075] [INFO ] [sig       ] [1719/3596] Forecasting INVE...
[2025-12-12T20:25:08.135104] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-12T20:25:08.135134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-12T20:25:08.146071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-12T20:25:08.146426] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-12T20:25:08.147235] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-12T20:25:08.147287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:08.147320] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:08.147346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:08.147402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:08.206230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:08.206998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:08.207074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:08.207106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:08.324206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:08.324356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:08.324396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:08.324441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:08.327919] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=13.24%)
[2025-12-12T20:25:08.328195] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-12T20:25:08.328317] [INFO ] [sig       ] INVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:08.469096] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INVE.txt
[2025-12-12T20:25:08.469432] [INFO ] [sig       ] [1719/3596] Completed INVE in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:08.469469] [INFO ] [sig       ] [1720/3596] Forecasting INVH...
[2025-12-12T20:25:08.469497] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-12T20:25:08.469527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-12T20:25:08.481936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-12T20:25:08.482235] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-12T20:25:08.483229] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-12T20:25:08.483282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:08.483338] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:08.483367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:08.483425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:08.541882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:08.542633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:08.542712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:08.542745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:08.664623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:08.664773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:08.664813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:08.664841] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:08.668250] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-12T20:25:08.668525] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-12T20:25:08.668666] [INFO ] [sig       ] INVH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:08.814051] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/INVH.txt
[2025-12-12T20:25:08.814204] [INFO ] [sig       ] [1720/3596] Completed INVH in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:08.814242] [INFO ] [sig       ] [1721/3596] Forecasting INVZ...
[2025-12-12T20:25:08.814271] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-12T20:25:08.814303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-12T20:25:08.830792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-12T20:25:08.831229] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-12T20:25:08.832445] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-12T20:25:08.832505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:08.832542] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:08.832596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:08.832672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:08.895491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:08.896359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:08.896458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:08.896491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:09.017131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:09.017278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:09.017317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:09.017345] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:09.020892] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=39.27%)
[2025-12-12T20:25:09.021168] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-12T20:25:09.021290] [INFO ] [sig       ] INVZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:09.175226] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/INVZ.txt
[2025-12-12T20:25:09.175389] [INFO ] [sig       ] [1721/3596] Completed INVZ in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:09.175427] [INFO ] [sig       ] [1722/3596] Forecasting IONS...
[2025-12-12T20:25:09.175456] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-12T20:25:09.175486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-12T20:25:09.186973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-12T20:25:09.187354] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-12T20:25:09.188183] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-12T20:25:09.188236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:09.188267] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:09.188293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:09.188347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:09.247648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:09.248662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:09.248742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:09.248776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:09.370826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:09.370983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:09.371020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:09.371047] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:09.374446] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-12-12T20:25:09.374809] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-12T20:25:09.374943] [INFO ] [sig       ] IONS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:09.515507] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IONS.txt
[2025-12-12T20:25:09.515691] [INFO ] [sig       ] [1722/3596] Completed IONS in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:09.515734] [INFO ] [sig       ] [1723/3596] Forecasting IOSP...
[2025-12-12T20:25:09.515764] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-12T20:25:09.515796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-12T20:25:09.528089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-12T20:25:09.528469] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-12T20:25:09.529284] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-12T20:25:09.529338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:09.529369] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:09.529409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:09.529466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:09.588966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:09.589828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:09.589909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:09.589943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:09.708959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:09.709117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:09.709163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:09.709223] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:09.712815] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-12T20:25:09.713097] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-12T20:25:09.713222] [INFO ] [sig       ] IOSP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:09.854483] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IOSP.txt
[2025-12-12T20:25:09.854634] [INFO ] [sig       ] [1723/3596] Completed IOSP in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:09.854675] [INFO ] [sig       ] [1724/3596] Forecasting IOVA...
[2025-12-12T20:25:09.854705] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-12T20:25:09.854736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-12T20:25:09.866739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-12T20:25:09.867112] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-12T20:25:09.868032] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-12T20:25:09.868087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:09.868119] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:09.868146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:09.868203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:09.926481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:09.927411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:09.927498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:09.927531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:10.047256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:10.047411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:10.047462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:10.047495] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:10.054219] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-12T20:25:10.054538] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-12T20:25:10.054692] [INFO ] [sig       ] IOVA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:10.193725] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IOVA.txt
[2025-12-12T20:25:10.193881] [INFO ] [sig       ] [1724/3596] Completed IOVA in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:10.193921] [INFO ] [sig       ] [1725/3596] Forecasting IPGP...
[2025-12-12T20:25:10.193951] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-12T20:25:10.193981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-12T20:25:10.205646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-12T20:25:10.205978] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-12T20:25:10.206749] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-12T20:25:10.206800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:10.206831] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:10.206857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:10.206912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:10.263558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:10.264317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:10.264394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:10.264425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:10.383438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:10.383607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:10.383647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:10.383675] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:10.387176] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-12T20:25:10.387441] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-12T20:25:10.387560] [INFO ] [sig       ] IPGP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:10.528407] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IPGP.txt
[2025-12-12T20:25:10.528551] [INFO ] [sig       ] [1725/3596] Completed IPGP in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:10.528608] [INFO ] [sig       ] [1726/3596] Forecasting IPI...
[2025-12-12T20:25:10.528638] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-12T20:25:10.528670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-12T20:25:10.540085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-12T20:25:10.540407] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-12T20:25:10.541227] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-12T20:25:10.541279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:10.541310] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:10.541336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:10.541391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:10.600772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:10.601696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:10.601797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:10.601837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:10.728102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:10.728252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:10.728292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:10.728322] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:10.731770] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-12T20:25:10.732071] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-12T20:25:10.732195] [INFO ] [sig       ] IPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:10.881667] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IPI.txt
[2025-12-12T20:25:10.881824] [INFO ] [sig       ] [1726/3596] Completed IPI in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:10.881864] [INFO ] [sig       ] [1727/3596] Forecasting IQ...
[2025-12-12T20:25:10.881924] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-12T20:25:10.881969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-12T20:25:10.893894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-12T20:25:10.894256] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-12T20:25:10.895063] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-12T20:25:10.895115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:10.895146] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:10.895172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:10.895228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:10.957559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:10.958405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:10.958484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:10.958516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:11.081242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:11.081393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:11.081434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:11.081463] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:11.084916] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-12T20:25:11.085201] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-12T20:25:11.085328] [INFO ] [sig       ] IQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:11.231501] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IQ.txt
[2025-12-12T20:25:11.231668] [INFO ] [sig       ] [1727/3596] Completed IQ in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:11.231708] [INFO ] [sig       ] [1728/3596] Forecasting IQI...
[2025-12-12T20:25:11.231738] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-12T20:25:11.231769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-12T20:25:11.243762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-12T20:25:11.244343] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-12T20:25:11.245436] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-12T20:25:11.245493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:11.245525] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:11.245553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:11.245626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:11.310454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:11.311414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:11.311508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:11.311543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:11.435441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:11.435621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:11.435666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:11.435697] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:11.439227] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-12T20:25:11.439507] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-12T20:25:11.439650] [INFO ] [sig       ] IQI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:11.584849] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IQI.txt
[2025-12-12T20:25:11.584989] [INFO ] [sig       ] [1728/3596] Completed IQI in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 11.0m
[2025-12-12T20:25:11.585028] [INFO ] [sig       ] [1729/3596] Forecasting IQQQ...
[2025-12-12T20:25:11.585057] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-12T20:25:11.585086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-12T20:25:11.597684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-12T20:25:11.598233] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-12T20:25:11.599161] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-12T20:25:11.599217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:11.599251] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:11.599275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:11.599330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:11.665818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:11.666937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:11.667185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:11.667217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:11.790031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:11.790186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:11.790225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:11.790253] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:11.793903] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-12-12T20:25:11.794262] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-12T20:25:11.794418] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:11.946877] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IQQQ.txt
[2025-12-12T20:25:11.947023] [INFO ] [sig       ] [1729/3596] Completed IQQQ in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-12T20:25:11.947063] [INFO ] [sig       ] [1730/3596] Forecasting IRDM...
[2025-12-12T20:25:11.947104] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-12T20:25:11.947140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-12T20:25:11.962917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-12T20:25:11.963466] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-12T20:25:11.964344] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-12T20:25:11.964399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:11.964431] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:11.964458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:11.964514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:12.028347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:12.029281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:12.029399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:12.029433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:12.159650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:12.159837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:12.159893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:12.159936] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:12.163439] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-12T20:25:12.163750] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-12T20:25:12.163882] [INFO ] [sig       ] IRDM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:12.306850] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IRDM.txt
[2025-12-12T20:25:12.307010] [INFO ] [sig       ] [1730/3596] Completed IRDM in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-12T20:25:12.307048] [INFO ] [sig       ] [1731/3596] Forecasting IREN...
[2025-12-12T20:25:12.307079] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-12T20:25:12.307110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-12T20:25:12.319987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-12T20:25:12.320343] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-12T20:25:12.321175] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-12T20:25:12.321226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:12.321258] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:12.321284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:12.321340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:12.383882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:12.384663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:12.384746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:12.384776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:12.516902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:12.517063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:12.517103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:12.517130] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:12.520677] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-12T20:25:12.520973] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-12T20:25:12.521104] [INFO ] [sig       ] IREN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:12.667908] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IREN.txt
[2025-12-12T20:25:12.668076] [INFO ] [sig       ] [1731/3596] Completed IREN in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-12T20:25:12.668309] [INFO ] [sig       ] [1732/3596] Forecasting IRM...
[2025-12-12T20:25:12.668339] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-12T20:25:12.668369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-12T20:25:12.681093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-12T20:25:12.681417] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-12T20:25:12.682740] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-12T20:25:12.682794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:12.682825] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:12.682852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:12.682910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:12.743827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:12.744688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:12.744771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:12.744802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:12.879197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:12.879354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:12.879395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:12.879425] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:12.883261] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-12T20:25:12.883597] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-12T20:25:12.883733] [INFO ] [sig       ] IRM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:13.029550] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IRM.txt
[2025-12-12T20:25:13.030692] [INFO ] [sig       ] [1732/3596] Completed IRM in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:13.030741] [INFO ] [sig       ] [1733/3596] Forecasting IRMD...
[2025-12-12T20:25:13.030771] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-12T20:25:13.030801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-12T20:25:13.042390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-12T20:25:13.042734] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-12T20:25:13.043503] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-12T20:25:13.043554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:13.043605] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:13.043635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:13.043693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:13.103917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:13.104745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:13.104825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:13.104858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:13.228963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:13.229122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:13.229162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:13.229191] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:13.232731] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-12T20:25:13.233035] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-12T20:25:13.233164] [INFO ] [sig       ] IRMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:13.383925] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IRMD.txt
[2025-12-12T20:25:13.384131] [INFO ] [sig       ] [1733/3596] Completed IRMD in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:13.384173] [INFO ] [sig       ] [1734/3596] Forecasting IRON...
[2025-12-12T20:25:13.384204] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-12T20:25:13.384236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-12T20:25:13.397390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-12T20:25:13.397840] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-12T20:25:13.398854] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-12T20:25:13.398907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:13.398938] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:13.398967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:13.399038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:13.466994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:13.468006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:13.468119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:13.468166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:13.607647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:13.607810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:13.607858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:13.607894] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:13.611361] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-12T20:25:13.611663] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-12T20:25:13.611793] [INFO ] [sig       ] IRON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:13.759861] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IRON.txt
[2025-12-12T20:25:13.760008] [INFO ] [sig       ] [1734/3596] Completed IRON in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:13.760048] [INFO ] [sig       ] [1735/3596] Forecasting IRTC...
[2025-12-12T20:25:13.760075] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-12T20:25:13.760106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-12T20:25:13.771623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-12T20:25:13.771917] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-12T20:25:13.772759] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-12T20:25:13.772817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:13.772856] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:13.772893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:13.772968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:13.835976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:13.836804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:13.836884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:13.836918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:13.969104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:13.969299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:13.969364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:13.969413] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:13.974997] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-12T20:25:13.975439] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-12T20:25:13.975656] [INFO ] [sig       ] IRTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:14.119099] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IRTC.txt
[2025-12-12T20:25:14.119232] [INFO ] [sig       ] [1735/3596] Completed IRTC in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:14.119269] [INFO ] [sig       ] [1736/3596] Forecasting IRWD...
[2025-12-12T20:25:14.119298] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-12T20:25:14.119328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-12T20:25:14.131804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-12T20:25:14.132236] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-12T20:25:14.133096] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-12T20:25:14.133161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:14.133195] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:14.133222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:14.133277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:14.195668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:14.196654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:14.196748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:14.196782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:14.326554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:14.326725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:14.326766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:14.326795] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:14.330222] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=24.31%)
[2025-12-12T20:25:14.330499] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-12T20:25:14.330641] [INFO ] [sig       ] IRWD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:14.479689] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IRWD.txt
[2025-12-12T20:25:14.479887] [INFO ] [sig       ] [1736/3596] Completed IRWD in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:14.479926] [INFO ] [sig       ] [1737/3596] Forecasting ISD...
[2025-12-12T20:25:14.479954] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-12T20:25:14.479984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-12T20:25:14.491735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-12T20:25:14.492050] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-12T20:25:14.492812] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-12T20:25:14.492864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:14.492922] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:14.492950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:14.493006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:14.551174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:14.552004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:14.552083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:14.552114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:14.691704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:14.691871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:14.691919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:14.691953] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:14.695871] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-12T20:25:14.696169] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-12T20:25:14.696293] [INFO ] [sig       ] ISD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:14.850361] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ISD.txt
[2025-12-12T20:25:14.850519] [INFO ] [sig       ] [1737/3596] Completed ISD in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:14.850558] [INFO ] [sig       ] [1738/3596] Forecasting ISRG...
[2025-12-12T20:25:14.850610] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-12T20:25:14.850642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-12T20:25:14.862880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-12T20:25:14.863204] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-12T20:25:14.863982] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-12T20:25:14.864033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:14.864063] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:14.864088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:14.864142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:14.920362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:14.921208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:14.921286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:14.921318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:15.046193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:15.046352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:15.046392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:15.046419] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:15.049934] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-12-12T20:25:15.050210] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-12T20:25:15.050334] [INFO ] [sig       ] ISRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:15.190946] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ISRG.txt
[2025-12-12T20:25:15.191097] [INFO ] [sig       ] [1738/3596] Completed ISRG in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:15.191134] [INFO ] [sig       ] [1739/3596] Forecasting ISSC...
[2025-12-12T20:25:15.191162] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-12T20:25:15.191193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-12T20:25:15.202757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-12T20:25:15.203096] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-12T20:25:15.203874] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-12T20:25:15.203936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:15.203974] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:15.204006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:15.204062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:15.260548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:15.261343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:15.261421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:15.261452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:15.379833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:15.379995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:15.380032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:15.380060] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:15.383369] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-12-12T20:25:15.383654] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-12T20:25:15.383772] [INFO ] [sig       ] ISSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:15.522755] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ISSC.txt
[2025-12-12T20:25:15.522906] [INFO ] [sig       ] [1739/3596] Completed ISSC in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:15.522949] [INFO ] [sig       ] [1740/3596] Forecasting ISTB...
[2025-12-12T20:25:15.522978] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-12T20:25:15.523009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-12T20:25:15.534312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-12T20:25:15.534626] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-12T20:25:15.535365] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-12T20:25:15.535415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:15.535446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:15.535472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:15.535527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:15.595144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:15.595926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:15.596006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:15.596037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:15.713155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:15.713310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:15.713347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:15.713409] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:15.716756] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-12T20:25:15.717024] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-12T20:25:15.717141] [INFO ] [sig       ] ISTB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:15.856047] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ISTB.txt
[2025-12-12T20:25:15.856202] [INFO ] [sig       ] [1740/3596] Completed ISTB in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:15.856239] [INFO ] [sig       ] [1741/3596] Forecasting ITIC...
[2025-12-12T20:25:15.856269] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-12T20:25:15.856300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-12T20:25:15.868079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-12T20:25:15.868433] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-12T20:25:15.869229] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-12T20:25:15.869281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:15.869311] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:15.869336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:15.869391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:15.926120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:15.926975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:15.927055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:15.927087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:16.030437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:16.030605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:16.030644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:16.030673] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:16.033935] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2025-12-12T20:25:16.034225] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-12T20:25:16.034345] [INFO ] [sig       ] ITIC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:16.169744] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ITIC.txt
[2025-12-12T20:25:16.169885] [INFO ] [sig       ] [1741/3596] Completed ITIC in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:16.169924] [INFO ] [sig       ] [1742/3596] Forecasting ITRI...
[2025-12-12T20:25:16.169951] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-12T20:25:16.169982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-12T20:25:16.181509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-12T20:25:16.181852] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-12T20:25:16.182617] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-12T20:25:16.182667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:16.182697] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:16.182724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:16.182779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:16.239810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:16.240659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:16.240742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:16.240775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:16.370396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:16.370587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:16.370641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:16.370688] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:16.374895] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-12T20:25:16.375365] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-12T20:25:16.375506] [INFO ] [sig       ] ITRI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:16.517199] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ITRI.txt
[2025-12-12T20:25:16.517356] [INFO ] [sig       ] [1742/3596] Completed ITRI in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:16.517395] [INFO ] [sig       ] [1743/3596] Forecasting ITRN...
[2025-12-12T20:25:16.517424] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-12T20:25:16.517455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-12T20:25:16.528791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-12T20:25:16.529072] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-12T20:25:16.529919] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-12T20:25:16.529969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:16.529999] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:16.530024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:16.530078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:16.586681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:16.587304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:16.587377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:16.587408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:16.703045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:16.703203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:16.703242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:16.703270] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:16.706419] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-12T20:25:16.706699] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-12T20:25:16.706817] [INFO ] [sig       ] ITRN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:16.843765] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ITRN.txt
[2025-12-12T20:25:16.843917] [INFO ] [sig       ] [1743/3596] Completed ITRN in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:16.843955] [INFO ] [sig       ] [1744/3596] Forecasting ITUB...
[2025-12-12T20:25:16.843985] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-12T20:25:16.844015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-12T20:25:16.854903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-12T20:25:16.855224] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-12T20:25:16.856009] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-12T20:25:16.856060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:16.856091] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:16.856117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:16.856173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:16.912663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:16.913417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:16.913492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:16.913523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:17.033305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:17.033419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:17.033456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:17.033483] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:17.036632] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-12T20:25:17.036893] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-12T20:25:17.037012] [INFO ] [sig       ] ITUB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:17.177556] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ITUB.txt
[2025-12-12T20:25:17.177691] [INFO ] [sig       ] [1744/3596] Completed ITUB in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.9m
[2025-12-12T20:25:17.177729] [INFO ] [sig       ] [1745/3596] Forecasting IUS...
[2025-12-12T20:25:17.177758] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-12T20:25:17.177787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-12T20:25:17.189260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-12T20:25:17.189534] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-12T20:25:17.190316] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-12T20:25:17.190368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:17.190399] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:17.190431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:17.190485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:17.247299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:17.247901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:17.247989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:17.248027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:17.364953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:17.365073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:17.365109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:17.365137] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:17.368326] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-12-12T20:25:17.368609] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-12T20:25:17.368727] [INFO ] [sig       ] IUS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:17.506798] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IUS.txt
[2025-12-12T20:25:17.506926] [INFO ] [sig       ] [1745/3596] Completed IUS in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-12T20:25:17.506967] [INFO ] [sig       ] [1746/3596] Forecasting IUSB...
[2025-12-12T20:25:17.506996] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-12T20:25:17.507025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-12T20:25:17.518264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-12T20:25:17.518518] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-12T20:25:17.519265] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-12T20:25:17.519315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:17.519345] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:17.519370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:17.519424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:17.577113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:17.577708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:17.577782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:17.577819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:17.696259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:17.696375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:17.696410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:17.696436] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:17.699696] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-12-12T20:25:17.699988] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-12T20:25:17.700109] [INFO ] [sig       ] IUSB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:17.839432] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IUSB.txt
[2025-12-12T20:25:17.839551] [INFO ] [sig       ] [1746/3596] Completed IUSB in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-12T20:25:17.839606] [INFO ] [sig       ] [1747/3596] Forecasting IUSG...
[2025-12-12T20:25:17.839638] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-12T20:25:17.839668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-12T20:25:17.852227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-12T20:25:17.852502] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-12T20:25:17.853269] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-12T20:25:17.853322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:17.853365] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:17.853393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:17.853450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:17.911887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:17.912476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:17.912592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:17.912628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:18.034347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:18.034471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:18.034509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:18.034539] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:18.037888] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-12T20:25:18.038168] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-12T20:25:18.038289] [INFO ] [sig       ] IUSG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:18.176008] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IUSG.txt
[2025-12-12T20:25:18.176132] [INFO ] [sig       ] [1747/3596] Completed IUSG in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-12T20:25:18.176170] [INFO ] [sig       ] [1748/3596] Forecasting IVAL...
[2025-12-12T20:25:18.176200] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-12T20:25:18.176230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-12T20:25:18.187901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-12T20:25:18.188232] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-12T20:25:18.189031] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-12T20:25:18.189082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:18.189113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:18.189140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:18.189197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:18.248017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:18.248732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:18.248809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:18.248842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:18.364590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:18.364727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:18.364766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:18.364794] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:18.368170] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-12-12T20:25:18.368440] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-12T20:25:18.368568] [INFO ] [sig       ] IVAL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:18.509773] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IVAL.txt
[2025-12-12T20:25:18.509892] [INFO ] [sig       ] [1748/3596] Completed IVAL in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-12T20:25:18.509929] [INFO ] [sig       ] [1749/3596] Forecasting IVZ...
[2025-12-12T20:25:18.509958] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-12T20:25:18.509987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-12T20:25:18.522920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-12T20:25:18.523247] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-12T20:25:18.524070] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-12T20:25:18.524123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:18.524154] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:18.524179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:18.524234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:18.581334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:18.582163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:18.582248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:18.582280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:18.709189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:18.709376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:18.709425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:18.709453] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:18.713239] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-12T20:25:18.713602] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-12T20:25:18.713753] [INFO ] [sig       ] IVZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:18.853385] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IVZ.txt
[2025-12-12T20:25:18.853534] [INFO ] [sig       ] [1749/3596] Completed IVZ in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:18.853588] [INFO ] [sig       ] [1750/3596] Forecasting IX...
[2025-12-12T20:25:18.853621] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-12T20:25:18.853652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-12T20:25:18.865128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-12T20:25:18.865411] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-12T20:25:18.866210] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-12T20:25:18.866260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:18.866290] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:18.866315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:18.866370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:18.924313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:18.925048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:18.925125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:18.925156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:19.047241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:19.047396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:19.047434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:19.047462] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:19.050866] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=70.80%)
[2025-12-12T20:25:19.051163] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-12T20:25:19.051280] [INFO ] [sig       ] IX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:19.190142] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IX.txt
[2025-12-12T20:25:19.190303] [INFO ] [sig       ] [1750/3596] Completed IX in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:19.190348] [INFO ] [sig       ] [1751/3596] Forecasting IXUS...
[2025-12-12T20:25:19.190379] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-12T20:25:19.190408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-12T20:25:19.201045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-12T20:25:19.201320] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-12T20:25:19.202088] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-12T20:25:19.202138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:19.202169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:19.202195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:19.202440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:19.263534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:19.264342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:19.264418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:19.264451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:19.384188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:19.384338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:19.384378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:19.384406] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:19.387750] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-12-12T20:25:19.388038] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-12T20:25:19.388158] [INFO ] [sig       ] IXUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:19.526073] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/IXUS.txt
[2025-12-12T20:25:19.526229] [INFO ] [sig       ] [1751/3596] Completed IXUS in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:19.526268] [INFO ] [sig       ] [1752/3596] Forecasting IZEA...
[2025-12-12T20:25:19.526297] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-12T20:25:19.526328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-12T20:25:19.537457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-12T20:25:19.537817] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-12T20:25:19.538599] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-12T20:25:19.538652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:19.538684] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:19.538710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:19.538765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:19.595077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:19.595943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:19.596024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:19.596056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:19.721154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:19.721309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:19.721347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:19.721375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:19.724760] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-12T20:25:19.725054] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-12T20:25:19.725195] [INFO ] [sig       ] IZEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:19.872783] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/IZEA.txt
[2025-12-12T20:25:19.872940] [INFO ] [sig       ] [1752/3596] Completed IZEA in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:19.872979] [INFO ] [sig       ] [1753/3596] Forecasting J...
[2025-12-12T20:25:19.873009] [INFO ] [sig       ] Generating forecast for: J
[2025-12-12T20:25:19.873041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-12T20:25:19.885349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-12T20:25:19.885688] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-12T20:25:19.886446] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-12T20:25:19.886497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:19.886528] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:19.886554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:19.886638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:19.945848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:19.946481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:19.946558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:19.946609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:20.064376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:20.064509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:20.064545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:20.064596] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:20.067836] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-12-12T20:25:20.068105] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-12T20:25:20.068226] [INFO ] [sig       ] J: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:20.205355] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/J.txt
[2025-12-12T20:25:20.205491] [INFO ] [sig       ] [1753/3596] Completed J in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:20.205529] [INFO ] [sig       ] [1754/3596] Forecasting JACK...
[2025-12-12T20:25:20.205558] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-12T20:25:20.205607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-12T20:25:20.217734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-12T20:25:20.218038] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-12T20:25:20.219084] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-12T20:25:20.219136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:20.219386] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:20.219414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:20.219479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:20.279859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:20.280540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:20.280633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:20.280665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:20.400223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:20.400371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:20.400410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:20.400453] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:20.403768] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-12T20:25:20.404039] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-12T20:25:20.404163] [INFO ] [sig       ] JACK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:20.543790] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JACK.txt
[2025-12-12T20:25:20.543936] [INFO ] [sig       ] [1754/3596] Completed JACK in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:20.543977] [INFO ] [sig       ] [1755/3596] Forecasting JAGX...
[2025-12-12T20:25:20.544007] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-12T20:25:20.544041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-12T20:25:20.559549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-12T20:25:20.560086] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-12T20:25:20.561126] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-12T20:25:20.561189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:20.561230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:20.561265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:20.561343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:20.646260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:20.647342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:20.647448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:20.647493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:20.768348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:20.768505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:20.768544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:20.768591] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:20.772154] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-12-12T20:25:20.772454] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-12T20:25:20.772604] [INFO ] [sig       ] JAGX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:20.916247] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JAGX.txt
[2025-12-12T20:25:20.916391] [INFO ] [sig       ] [1755/3596] Completed JAGX in 0.4s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:20.916429] [INFO ] [sig       ] [1756/3596] Forecasting JAKK...
[2025-12-12T20:25:20.916458] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-12T20:25:20.916489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-12T20:25:20.927910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-12T20:25:20.928235] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-12T20:25:20.929006] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-12T20:25:20.929060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:20.929091] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:20.929117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:20.929172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:20.987057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:20.987862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:20.987958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:20.987994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:21.110430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:21.110599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:21.110639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:21.110667] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:21.113917] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-12T20:25:21.114188] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-12T20:25:21.114306] [INFO ] [sig       ] JAKK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:21.261351] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JAKK.txt
[2025-12-12T20:25:21.261518] [INFO ] [sig       ] [1756/3596] Completed JAKK in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:21.261557] [INFO ] [sig       ] [1757/3596] Forecasting JAMF...
[2025-12-12T20:25:21.261608] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-12T20:25:21.261641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-12T20:25:21.273300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-12T20:25:21.273687] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-12T20:25:21.274451] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-12T20:25:21.274502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:21.274533] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:21.274559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:21.274634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:21.333098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:21.334133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:21.334216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:21.334247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:21.451084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:21.451250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:21.451289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:21.451353] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:21.454719] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-12T20:25:21.455000] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-12T20:25:21.455144] [INFO ] [sig       ] JAMF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:21.594930] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JAMF.txt
[2025-12-12T20:25:21.595089] [INFO ] [sig       ] [1757/3596] Completed JAMF in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:21.595128] [INFO ] [sig       ] [1758/3596] Forecasting JANX...
[2025-12-12T20:25:21.595158] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-12T20:25:21.595188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-12T20:25:21.607243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-12T20:25:21.607620] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-12T20:25:21.608395] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-12T20:25:21.608447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:21.608491] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:21.608518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:21.608594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:21.667239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:21.668081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:21.668173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:21.668205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:21.790485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:21.790661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:21.790700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:21.790728] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:21.794269] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-12T20:25:21.794551] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-12T20:25:21.794695] [INFO ] [sig       ] JANX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:21.941193] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JANX.txt
[2025-12-12T20:25:21.941340] [INFO ] [sig       ] [1758/3596] Completed JANX in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:21.941379] [INFO ] [sig       ] [1759/3596] Forecasting JAZZ...
[2025-12-12T20:25:21.941409] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-12T20:25:21.941439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-12T20:25:21.954227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-12T20:25:21.954594] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-12T20:25:21.955380] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-12T20:25:21.955431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:21.955461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:21.955487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:21.955542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:22.014260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:22.015165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:22.015249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:22.015281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:22.143161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:22.143316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:22.143361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:22.143405] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:22.147072] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-12-12T20:25:22.147364] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-12T20:25:22.147493] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:22.292102] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JAZZ.txt
[2025-12-12T20:25:22.292249] [INFO ] [sig       ] [1759/3596] Completed JAZZ in 0.4s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:22.292289] [INFO ] [sig       ] [1760/3596] Forecasting JBGS...
[2025-12-12T20:25:22.292322] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-12T20:25:22.292354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-12T20:25:22.304328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-12T20:25:22.304693] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-12T20:25:22.305544] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-12T20:25:22.305616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:22.305649] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:22.305676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:22.305731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:22.369256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:22.370190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:22.370275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:22.370308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:22.496917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:22.497069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:22.497108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:22.497137] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:22.500867] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-12T20:25:22.501152] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-12T20:25:22.501282] [INFO ] [sig       ] JBGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:22.654640] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JBGS.txt
[2025-12-12T20:25:22.654818] [INFO ] [sig       ] [1760/3596] Completed JBGS in 0.4s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:22.654865] [INFO ] [sig       ] [1761/3596] Forecasting JBI...
[2025-12-12T20:25:22.654909] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-12T20:25:22.654954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-12T20:25:22.667056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-12T20:25:22.667392] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-12T20:25:22.668197] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-12T20:25:22.668248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:22.668281] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:22.668308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:22.668364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:22.729766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:22.730612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:22.730692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:22.730726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:22.854310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:22.854463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:22.854503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:22.854532] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:22.858187] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-12T20:25:22.858458] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-12T20:25:22.858595] [INFO ] [sig       ] JBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:23.006376] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JBI.txt
[2025-12-12T20:25:23.006525] [INFO ] [sig       ] [1761/3596] Completed JBI in 0.4s | 2.84 sym/s | Total: 10.3m | ETA: 10.8m
[2025-12-12T20:25:23.006564] [INFO ] [sig       ] [1762/3596] Forecasting JBL...
[2025-12-12T20:25:23.006622] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-12T20:25:23.006654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-12T20:25:23.018991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-12T20:25:23.019340] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-12T20:25:23.020213] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-12T20:25:23.020265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:23.020298] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:23.020324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:23.020380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:23.078554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:23.079235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:23.079312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:23.079345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:23.200324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:23.200485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:23.200524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:23.200551] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:23.203823] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=79.08%)
[2025-12-12T20:25:23.204096] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-12T20:25:23.204213] [INFO ] [sig       ] JBL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:23.342471] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JBL.txt
[2025-12-12T20:25:23.342621] [INFO ] [sig       ] [1762/3596] Completed JBL in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-12T20:25:23.342661] [INFO ] [sig       ] [1763/3596] Forecasting JBND...
[2025-12-12T20:25:23.342691] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-12T20:25:23.342721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-12T20:25:23.355381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-12T20:25:23.355799] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-12T20:25:23.356650] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-12T20:25:23.356703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:23.356734] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:23.356768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:23.356832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:23.418149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:23.419011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:23.419095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:23.419127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:23.541510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:23.541677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:23.541717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:23.541744] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:23.545298] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-12-12T20:25:23.545595] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-12T20:25:23.545723] [INFO ] [sig       ] JBND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:23.693365] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JBND.txt
[2025-12-12T20:25:23.693542] [INFO ] [sig       ] [1763/3596] Completed JBND in 0.4s | 2.84 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-12T20:25:23.693625] [INFO ] [sig       ] [1764/3596] Forecasting JBSS...
[2025-12-12T20:25:23.693678] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-12T20:25:23.693719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-12T20:25:23.705490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-12T20:25:23.705844] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-12T20:25:23.706657] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-12T20:25:23.706707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:23.706738] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:23.706765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:23.706820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:23.763951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:23.764745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:23.764854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:23.764886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:23.887231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:23.887382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:23.887421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:23.887451] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:23.890865] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-12T20:25:23.891137] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-12T20:25:23.891262] [INFO ] [sig       ] JBSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:24.033615] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JBSS.txt
[2025-12-12T20:25:24.033772] [INFO ] [sig       ] [1764/3596] Completed JBSS in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-12T20:25:24.033812] [INFO ] [sig       ] [1765/3596] Forecasting JCE...
[2025-12-12T20:25:24.033842] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-12T20:25:24.033874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-12T20:25:24.045128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-12T20:25:24.045480] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-12T20:25:24.046330] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-12T20:25:24.046382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:24.046413] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:24.046439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:24.046494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:24.103529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:24.104365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:24.104449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:24.104481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:24.224028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:24.224178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:24.224217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:24.224262] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:24.227556] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-12T20:25:24.227839] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-12T20:25:24.227956] [INFO ] [sig       ] JCE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:24.366784] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JCE.txt
[2025-12-12T20:25:24.366920] [INFO ] [sig       ] [1765/3596] Completed JCE in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-12T20:25:24.366958] [INFO ] [sig       ] [1766/3596] Forecasting JCI...
[2025-12-12T20:25:24.366987] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-12T20:25:24.367018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-12T20:25:24.378078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-12T20:25:24.378383] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-12T20:25:24.379194] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-12T20:25:24.379248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:24.379281] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:24.379308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:24.379363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:24.441485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:24.442342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:24.442433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:24.442470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:24.567072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:24.567223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:24.567261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:24.567289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:24.570715] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-12T20:25:24.570991] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-12T20:25:24.571115] [INFO ] [sig       ] JCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:24.713898] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JCI.txt
[2025-12-12T20:25:24.714040] [INFO ] [sig       ] [1766/3596] Completed JCI in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-12T20:25:24.714078] [INFO ] [sig       ] [1767/3596] Forecasting JD...
[2025-12-12T20:25:24.714107] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-12T20:25:24.714137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-12T20:25:24.725677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-12T20:25:24.725992] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-12T20:25:24.726760] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-12T20:25:24.726810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:24.726841] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:24.726867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:24.726922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:24.784540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:24.785383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:24.785461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:24.785493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:24.907662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:24.907816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:24.907855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:24.907883] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:24.911421] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-12T20:25:24.911781] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-12T20:25:24.911937] [INFO ] [sig       ] JD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:25.062739] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JD.txt
[2025-12-12T20:25:25.062933] [INFO ] [sig       ] [1767/3596] Completed JD in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:25.062973] [INFO ] [sig       ] [1768/3596] Forecasting JDZG...
[2025-12-12T20:25:25.063003] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-12T20:25:25.063034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-12T20:25:25.074137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-12T20:25:25.074510] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-12T20:25:25.075347] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-12T20:25:25.075412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:25.075464] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:25.075496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:25.075553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:25.134970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:25.135738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:25.135817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:25.135850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:25.262613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:25.262754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:25.262793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:25.262820] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:25.266520] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-12-12T20:25:25.266802] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-12T20:25:25.266922] [INFO ] [sig       ] JDZG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:25.408266] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JDZG.txt
[2025-12-12T20:25:25.408590] [INFO ] [sig       ] [1768/3596] Completed JDZG in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:25.408630] [INFO ] [sig       ] [1769/3596] Forecasting JEF...
[2025-12-12T20:25:25.408659] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-12T20:25:25.408689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-12T20:25:25.419598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-12T20:25:25.419893] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-12T20:25:25.420686] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-12T20:25:25.420736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:25.420767] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:25.420794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:25.420875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:25.478706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:25.479449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:25.479527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:25.479560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:25.620340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:25.620500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:25.620540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:25.620589] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:25.624104] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-12T20:25:25.624402] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-12T20:25:25.624531] [INFO ] [sig       ] JEF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:25.768904] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JEF.txt
[2025-12-12T20:25:25.769063] [INFO ] [sig       ] [1769/3596] Completed JEF in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:25.769101] [INFO ] [sig       ] [1770/3596] Forecasting JELD...
[2025-12-12T20:25:25.769130] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-12T20:25:25.769166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-12T20:25:25.781307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-12T20:25:25.781876] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-12T20:25:25.782868] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-12T20:25:25.782918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:25.782949] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:25.782975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:25.783029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:25.844216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:25.845282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:25.845367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:25.845400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:25.971413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:25.971588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:25.971642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:25.971697] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:25.975092] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-12T20:25:25.975385] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-12T20:25:25.975515] [INFO ] [sig       ] JELD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:26.122647] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JELD.txt
[2025-12-12T20:25:26.122807] [INFO ] [sig       ] [1770/3596] Completed JELD in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:26.122846] [INFO ] [sig       ] [1771/3596] Forecasting JEPQ...
[2025-12-12T20:25:26.122876] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-12T20:25:26.122906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-12T20:25:26.134664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-12T20:25:26.135025] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-12T20:25:26.135815] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-12T20:25:26.135879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:26.135934] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:26.135962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:26.136018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:26.196777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:26.197677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:26.197767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:26.197799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:26.328050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:26.328212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:26.328254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:26.328282] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:26.331920] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-12T20:25:26.332230] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-12T20:25:26.332357] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:26.482391] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JEPQ.txt
[2025-12-12T20:25:26.482558] [INFO ] [sig       ] [1771/3596] Completed JEPQ in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:26.482617] [INFO ] [sig       ] [1772/3596] Forecasting JFIN...
[2025-12-12T20:25:26.482647] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-12T20:25:26.482677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-12T20:25:26.495088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-12T20:25:26.495455] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-12T20:25:26.496233] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-12T20:25:26.496284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:26.496314] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:26.496340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:26.496395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:26.557971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:26.558827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:26.558913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:26.558946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:26.689625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:26.689818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:26.689862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:26.689890] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:26.694020] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=62.21%)
[2025-12-12T20:25:26.694317] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-12T20:25:26.694634] [INFO ] [sig       ] JFIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:26.836631] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JFIN.txt
[2025-12-12T20:25:26.836774] [INFO ] [sig       ] [1772/3596] Completed JFIN in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:26.836813] [INFO ] [sig       ] [1773/3596] Forecasting JGLO...
[2025-12-12T20:25:26.836842] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-12T20:25:26.836872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-12T20:25:26.848750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-12T20:25:26.849025] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-12T20:25:26.849815] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-12T20:25:26.849867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:26.849900] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:26.849927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:26.849982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:26.907845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:26.908522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:26.908617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:26.908650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:27.031356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:27.031498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:27.031535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:27.031562] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:27.034821] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2025-12-12T20:25:27.035093] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-12T20:25:27.035223] [INFO ] [sig       ] JGLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:27.174615] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JGLO.txt
[2025-12-12T20:25:27.174744] [INFO ] [sig       ] [1773/3596] Completed JGLO in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:27.174781] [INFO ] [sig       ] [1774/3596] Forecasting JHG...
[2025-12-12T20:25:27.174810] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-12T20:25:27.174840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-12T20:25:27.186859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-12T20:25:27.187131] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-12T20:25:27.187892] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-12T20:25:27.187943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:27.187974] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:27.188001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:27.188056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:27.245562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:27.246304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:27.246381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:27.246412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:27.370169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:27.370330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:27.370370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:27.370432] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:27.373899] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-12T20:25:27.374182] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-12T20:25:27.374310] [INFO ] [sig       ] JHG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:27.521677] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JHG.txt
[2025-12-12T20:25:27.521875] [INFO ] [sig       ] [1774/3596] Completed JHG in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:27.521927] [INFO ] [sig       ] [1775/3596] Forecasting JHI...
[2025-12-12T20:25:27.521968] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-12T20:25:27.522009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-12T20:25:27.534382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-12T20:25:27.534795] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-12T20:25:27.535727] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-12T20:25:27.535785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:27.535821] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:27.535852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:27.535924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:27.605154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:27.606045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:27.606129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:27.606163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:27.716815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:27.716975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:27.717017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:27.717046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:27.720533] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=35.15%)
[2025-12-12T20:25:27.720828] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-12T20:25:27.720954] [INFO ] [sig       ] JHI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:27.859219] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JHI.txt
[2025-12-12T20:25:27.859353] [INFO ] [sig       ] [1775/3596] Completed JHI in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:27.859391] [INFO ] [sig       ] [1776/3596] Forecasting JHX...
[2025-12-12T20:25:27.859420] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-12T20:25:27.859450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-12T20:25:27.870903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-12T20:25:27.871232] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-12T20:25:27.872084] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-12T20:25:27.872138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:27.872169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:27.872196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:27.872252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:27.931035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:27.931958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:27.932042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:27.932074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:28.048212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:28.048352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:28.048390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:28.048418] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:28.051860] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-12T20:25:28.052187] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-12T20:25:28.052341] [INFO ] [sig       ] JHX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:28.195108] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JHX.txt
[2025-12-12T20:25:28.195240] [INFO ] [sig       ] [1776/3596] Completed JHX in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:28.195277] [INFO ] [sig       ] [1777/3596] Forecasting JILL...
[2025-12-12T20:25:28.195306] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-12T20:25:28.195337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-12T20:25:28.207326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-12T20:25:28.207814] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-12T20:25:28.208605] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-12T20:25:28.208656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:28.208686] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:28.208712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:28.208766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:28.268130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:28.268863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:28.268943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:28.268975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:28.386275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:28.386416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:28.386454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:28.386481] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:28.389788] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-12T20:25:28.390051] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-12T20:25:28.390168] [INFO ] [sig       ] JILL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:28.528427] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JILL.txt
[2025-12-12T20:25:28.528586] [INFO ] [sig       ] [1777/3596] Completed JILL in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:28.528627] [INFO ] [sig       ] [1778/3596] Forecasting JIVE...
[2025-12-12T20:25:28.528657] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-12T20:25:28.528687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-12T20:25:28.539514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-12T20:25:28.539859] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-12T20:25:28.540641] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-12T20:25:28.540693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:28.540725] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:28.540752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:28.540808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:28.598301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:28.598998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:28.599073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:28.599106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:28.717783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:28.717957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:28.718024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:28.718066] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:28.721478] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-12T20:25:28.721760] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-12T20:25:28.721882] [INFO ] [sig       ] JIVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:28.905018] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JIVE.txt
[2025-12-12T20:25:28.905171] [INFO ] [sig       ] [1778/3596] Completed JIVE in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 10.7m
[2025-12-12T20:25:28.905210] [INFO ] [sig       ] [1779/3596] Forecasting JJSF...
[2025-12-12T20:25:28.905240] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-12T20:25:28.905270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-12T20:25:28.916833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-12T20:25:28.917202] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-12T20:25:28.918000] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-12T20:25:28.918052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:28.918083] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:28.918109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:28.918165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:28.974793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:28.975678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:28.975755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:28.975787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:29.095785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:29.095900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:29.095939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:29.095967] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:29.099356] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=93.27%)
[2025-12-12T20:25:29.099877] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-12T20:25:29.100001] [INFO ] [sig       ] JJSF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:29.253342] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JJSF.txt
[2025-12-12T20:25:29.253498] [INFO ] [sig       ] [1779/3596] Completed JJSF in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-12T20:25:29.253537] [INFO ] [sig       ] [1780/3596] Forecasting JKHY...
[2025-12-12T20:25:29.253566] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-12T20:25:29.253622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-12T20:25:29.265786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-12T20:25:29.266138] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-12T20:25:29.266925] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-12T20:25:29.266977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:29.267007] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:29.267033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:29.267087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:29.323873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:29.324695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:29.324775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:29.324806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:29.442129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:29.442279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:29.442318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:29.442347] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:29.445657] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-12T20:25:29.445932] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-12T20:25:29.446050] [INFO ] [sig       ] JKHY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:29.590449] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JKHY.txt
[2025-12-12T20:25:29.590624] [INFO ] [sig       ] [1780/3596] Completed JKHY in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-12T20:25:29.590666] [INFO ] [sig       ] [1781/3596] Forecasting JKS...
[2025-12-12T20:25:29.590696] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-12T20:25:29.590726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-12T20:25:29.601859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-12T20:25:29.602123] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-12T20:25:29.602903] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-12T20:25:29.602954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:29.602984] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:29.603012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:29.603075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:29.659374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:29.660066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:29.660167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:29.660205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:29.777457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:29.777640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:29.777684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:29.777714] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:29.781207] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-12-12T20:25:29.781492] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-12T20:25:29.781636] [INFO ] [sig       ] JKS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:29.945173] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JKS.txt
[2025-12-12T20:25:29.945342] [INFO ] [sig       ] [1781/3596] Completed JKS in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-12T20:25:29.945381] [INFO ] [sig       ] [1782/3596] Forecasting JLL...
[2025-12-12T20:25:29.945411] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-12T20:25:29.945442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-12T20:25:29.957334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-12T20:25:29.957680] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-12T20:25:29.958432] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-12T20:25:29.958483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:29.958525] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:29.958553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:29.958631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:30.015538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:30.016155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:30.016231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:30.016261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:30.137163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:30.137302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:30.137340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:30.137367] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:30.140622] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-12-12T20:25:30.140887] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-12T20:25:30.141006] [INFO ] [sig       ] JLL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:30.278731] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JLL.txt
[2025-12-12T20:25:30.278857] [INFO ] [sig       ] [1782/3596] Completed JLL in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-12T20:25:30.278895] [INFO ] [sig       ] [1783/3596] Forecasting JLS...
[2025-12-12T20:25:30.278923] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-12T20:25:30.278953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-12T20:25:30.289987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-12T20:25:30.290265] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-12T20:25:30.291057] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-12T20:25:30.291109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:30.291141] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:30.291167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:30.291223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:30.347518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:30.348169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:30.348246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:30.348279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:30.460786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:30.460936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:30.460975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:30.461003] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:30.464431] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2025-12-12T20:25:30.464728] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-12T20:25:30.464847] [INFO ] [sig       ] JLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:30.602710] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JLS.txt
[2025-12-12T20:25:30.602853] [INFO ] [sig       ] [1783/3596] Completed JLS in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-12T20:25:30.602895] [INFO ] [sig       ] [1784/3596] Forecasting JMIA...
[2025-12-12T20:25:30.602926] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-12T20:25:30.602955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-12T20:25:30.614122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-12T20:25:30.614398] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-12T20:25:30.615165] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-12T20:25:30.615216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:30.615247] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:30.615273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:30.615328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:30.674308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:30.675111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:30.675186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:30.675217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:30.798520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:30.798672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:30.798710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:30.798739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:30.802054] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-12T20:25:30.802324] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-12T20:25:30.802443] [INFO ] [sig       ] JMIA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:30.941124] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JMIA.txt
[2025-12-12T20:25:30.941274] [INFO ] [sig       ] [1784/3596] Completed JMIA in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:30.941312] [INFO ] [sig       ] [1785/3596] Forecasting JMSB...
[2025-12-12T20:25:30.941342] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-12T20:25:30.941371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-12T20:25:30.952315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-12T20:25:30.952640] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-12T20:25:30.953400] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-12T20:25:30.953451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:30.953483] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:30.953509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:30.953565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:31.011718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:31.012355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:31.012431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:31.012462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:31.113098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:31.113230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:31.113269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:31.113297] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:31.116529] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: UP (p=81.41%)
[2025-12-12T20:25:31.116814] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-12T20:25:31.116931] [INFO ] [sig       ] JMSB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:31.255121] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JMSB.txt
[2025-12-12T20:25:31.255255] [INFO ] [sig       ] [1785/3596] Completed JMSB in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:31.255297] [INFO ] [sig       ] [1786/3596] Forecasting JNJ...
[2025-12-12T20:25:31.255328] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-12T20:25:31.255359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-12T20:25:31.266990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-12T20:25:31.267266] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-12T20:25:31.268183] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-12T20:25:31.268234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:31.268265] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:31.268292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:31.268348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:31.325148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:31.326009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:31.326083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:31.326114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:31.453779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:31.453922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:31.453960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:31.453987] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:31.457221] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-12T20:25:31.457483] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-12T20:25:31.457617] [INFO ] [sig       ] JNJ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:31.596805] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JNJ.txt
[2025-12-12T20:25:31.596933] [INFO ] [sig       ] [1786/3596] Completed JNJ in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:31.596970] [INFO ] [sig       ] [1787/3596] Forecasting JOBY...
[2025-12-12T20:25:31.596999] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-12T20:25:31.597028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-12T20:25:31.608925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-12T20:25:31.609223] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-12T20:25:31.610037] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-12T20:25:31.610088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:31.610120] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:31.610146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:31.610200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:31.671257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:31.672053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:31.672132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:31.672165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:31.794106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:31.794261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:31.794301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:31.794330] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:31.797844] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-12T20:25:31.798122] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-12T20:25:31.798263] [INFO ] [sig       ] JOBY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:31.940341] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JOBY.txt
[2025-12-12T20:25:31.940516] [INFO ] [sig       ] [1787/3596] Completed JOBY in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:31.940563] [INFO ] [sig       ] [1788/3596] Forecasting JOE...
[2025-12-12T20:25:31.940615] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-12T20:25:31.940647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-12T20:25:31.952517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-12T20:25:31.952865] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-12T20:25:31.953632] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-12T20:25:31.953684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:31.953749] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:31.953790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:31.953870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:32.014683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:32.015715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:32.015799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:32.015847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:32.136001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:32.136157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:32.136197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:32.136226] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:32.140008] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-12T20:25:32.140332] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-12T20:25:32.140471] [INFO ] [sig       ] JOE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:32.286509] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JOE.txt
[2025-12-12T20:25:32.286683] [INFO ] [sig       ] [1788/3596] Completed JOE in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:32.286723] [INFO ] [sig       ] [1789/3596] Forecasting JOF...
[2025-12-12T20:25:32.286754] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-12T20:25:32.286784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-12T20:25:32.297718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-12T20:25:32.298033] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-12T20:25:32.298820] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-12T20:25:32.298880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:32.298916] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:32.298942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:32.298997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:32.356917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:32.357514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:32.357604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:32.357637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:32.469703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:32.469870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:32.469910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:32.469969] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:32.473244] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-12T20:25:32.473513] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-12T20:25:32.473646] [INFO ] [sig       ] JOF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:32.612728] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JOF.txt
[2025-12-12T20:25:32.612879] [INFO ] [sig       ] [1789/3596] Completed JOF in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:32.612917] [INFO ] [sig       ] [1790/3596] Forecasting JPC...
[2025-12-12T20:25:32.612945] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-12T20:25:32.612977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-12T20:25:32.625004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-12T20:25:32.625356] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-12T20:25:32.626184] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-12T20:25:32.626236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:32.626267] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:32.626293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:32.626354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:32.683494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:32.684162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:32.684237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:32.684275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:32.800902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:32.801054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:32.801098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:32.801131] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:32.805287] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-12T20:25:32.805650] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-12T20:25:32.805798] [INFO ] [sig       ] JPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:32.957001] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JPC.txt
[2025-12-12T20:25:32.957157] [INFO ] [sig       ] [1790/3596] Completed JPC in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:32.957195] [INFO ] [sig       ] [1791/3596] Forecasting JPEF...
[2025-12-12T20:25:32.957226] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-12T20:25:32.957257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-12T20:25:32.972550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-12T20:25:32.973019] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-12T20:25:32.974174] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-12T20:25:32.974245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:32.974293] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:32.974336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:32.974427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:33.036222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:33.037063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:33.037157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:33.037190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:33.157552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:33.157718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:33.157756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:33.157819] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:33.161243] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-12T20:25:33.161534] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-12T20:25:33.161680] [INFO ] [sig       ] JPEF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:33.298945] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JPEF.txt
[2025-12-12T20:25:33.299097] [INFO ] [sig       ] [1791/3596] Completed JPEF in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:33.299135] [INFO ] [sig       ] [1792/3596] Forecasting JPM...
[2025-12-12T20:25:33.299165] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-12T20:25:33.299196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-12T20:25:33.310392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-12T20:25:33.310715] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-12T20:25:33.311504] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-12T20:25:33.311557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:33.311630] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:33.311672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:33.311741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:33.370434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:33.371315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:33.371398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:33.371432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:33.498537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:33.498710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:33.498750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:33.498779] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:33.502272] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-12T20:25:33.502547] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-12T20:25:33.502693] [INFO ] [sig       ] JPM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:33.643782] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JPM.txt
[2025-12-12T20:25:33.643938] [INFO ] [sig       ] [1792/3596] Completed JPM in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:33.643978] [INFO ] [sig       ] [1793/3596] Forecasting JQC...
[2025-12-12T20:25:33.644007] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-12T20:25:33.644037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-12T20:25:33.654959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-12T20:25:33.655244] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-12T20:25:33.656007] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-12T20:25:33.656059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:33.656090] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:33.656126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:33.656188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:33.724251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:33.725092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:33.725170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:33.725202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:33.846269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:33.846438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:33.846482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:33.846511] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:33.849833] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-12T20:25:33.850113] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-12T20:25:33.850238] [INFO ] [sig       ] JQC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:33.988503] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JQC.txt
[2025-12-12T20:25:33.988658] [INFO ] [sig       ] [1793/3596] Completed JQC in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:33.988698] [INFO ] [sig       ] [1794/3596] Forecasting JRI...
[2025-12-12T20:25:33.988726] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-12T20:25:33.988758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-12T20:25:34.000031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-12T20:25:34.000384] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-12T20:25:34.001188] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-12T20:25:34.001239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:34.001273] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:34.001305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:34.001372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:34.057678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:34.058468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:34.058547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:34.058597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:34.176474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:34.176649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:34.176694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:34.176723] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:34.180555] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-12T20:25:34.180850] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-12T20:25:34.180970] [INFO ] [sig       ] JRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:34.321450] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JRI.txt
[2025-12-12T20:25:34.321598] [INFO ] [sig       ] [1794/3596] Completed JRI in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.6m
[2025-12-12T20:25:34.321639] [INFO ] [sig       ] [1795/3596] Forecasting JRS...
[2025-12-12T20:25:34.321668] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-12T20:25:34.321698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-12T20:25:34.332491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-12T20:25:34.332778] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-12T20:25:34.333543] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-12T20:25:34.333609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:34.333640] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:34.333665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:34.333719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:34.391298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:34.392153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:34.392232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:34.392263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:34.515026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:34.515191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:34.515230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:34.515257] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:34.518772] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-12T20:25:34.519097] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-12T20:25:34.519227] [INFO ] [sig       ] JRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:34.663167] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JRS.txt
[2025-12-12T20:25:34.663334] [INFO ] [sig       ] [1795/3596] Completed JRS in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-12T20:25:34.663375] [INFO ] [sig       ] [1796/3596] Forecasting JSM...
[2025-12-12T20:25:34.663403] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-12T20:25:34.663434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-12T20:25:34.675327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-12T20:25:34.675675] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-12T20:25:34.676418] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-12T20:25:34.676468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:34.676498] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:34.676523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:34.676597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:34.736140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:34.737057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:34.737141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:34.737174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:34.858846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:34.859000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:34.859041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:34.859069] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:34.863011] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-12-12T20:25:34.863311] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-12T20:25:34.863447] [INFO ] [sig       ] JSM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:35.004398] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JSM.txt
[2025-12-12T20:25:35.004556] [INFO ] [sig       ] [1796/3596] Completed JSM in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-12T20:25:35.004627] [INFO ] [sig       ] [1797/3596] Forecasting JSMD...
[2025-12-12T20:25:35.004658] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-12T20:25:35.004696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-12T20:25:35.015384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-12T20:25:35.015746] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-12T20:25:35.016516] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-12T20:25:35.016589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:35.016622] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:35.016648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:35.016703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:35.074306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:35.075181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:35.075272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:35.075303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:35.226023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:35.226182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:35.226221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:35.226249] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:35.229833] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-12T20:25:35.230120] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-12T20:25:35.230248] [INFO ] [sig       ] JSMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:35.372785] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JSMD.txt
[2025-12-12T20:25:35.372935] [INFO ] [sig       ] [1797/3596] Completed JSMD in 0.4s | 2.85 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-12T20:25:35.372973] [INFO ] [sig       ] [1798/3596] Forecasting JSML...
[2025-12-12T20:25:35.373002] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-12T20:25:35.373033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-12T20:25:35.387281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-12T20:25:35.387885] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-12T20:25:35.389012] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-12T20:25:35.389073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:35.389106] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:35.389133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:35.389191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:35.450814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:35.452239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:35.452388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:35.452422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:35.572289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:35.572737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:35.572794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:35.572829] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:35.577066] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-12T20:25:35.577429] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-12T20:25:35.577594] [INFO ] [sig       ] JSML: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:35.728230] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JSML.txt
[2025-12-12T20:25:35.728405] [INFO ] [sig       ] [1798/3596] Completed JSML in 0.4s | 2.85 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-12T20:25:35.728444] [INFO ] [sig       ] [1799/3596] Forecasting JTAI...
[2025-12-12T20:25:35.728474] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-12T20:25:35.728506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-12T20:25:35.740436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-12T20:25:35.740819] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-12T20:25:35.741717] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-12T20:25:35.741771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:35.741804] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:35.741832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:35.741889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:35.807729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:35.808659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:35.808744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:35.808776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:35.933492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:35.933675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:35.933718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:35.933746] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:35.937326] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-12T20:25:35.937626] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-12T20:25:35.937765] [INFO ] [sig       ] JTAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:36.076380] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/JTAI.txt
[2025-12-12T20:25:36.076547] [INFO ] [sig       ] [1799/3596] Completed JTAI in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-12T20:25:36.076604] [INFO ] [sig       ] [1800/3596] Forecasting JTEK...
[2025-12-12T20:25:36.076635] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-12T20:25:36.076665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-12T20:25:36.090048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-12T20:25:36.090541] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-12T20:25:36.091451] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-12T20:25:36.091506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:36.091544] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:36.091587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:36.091648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:36.151458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:36.152691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:36.152797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:36.152831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:36.272954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:36.273193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:36.273241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:36.273297] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:36.277191] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-12T20:25:36.277547] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-12T20:25:36.277714] [INFO ] [sig       ] JTEK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:36.422841] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JTEK.txt
[2025-12-12T20:25:36.422993] [INFO ] [sig       ] [1800/3596] Completed JTEK in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-12T20:25:36.423031] [INFO ] [sig       ] [1801/3596] Forecasting JVA...
[2025-12-12T20:25:36.423061] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-12T20:25:36.423091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-12T20:25:36.436950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-12T20:25:36.437419] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-12T20:25:36.438514] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-12T20:25:36.438598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:36.438647] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:36.438685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:36.438744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:36.498951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:36.499894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:36.499979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:36.500011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:36.617398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:36.617556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:36.617612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:36.617643] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:36.621116] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-12-12T20:25:36.621396] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-12T20:25:36.621523] [INFO ] [sig       ] JVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:36.759998] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JVA.txt
[2025-12-12T20:25:36.760226] [INFO ] [sig       ] [1801/3596] Completed JVA in 0.3s | 2.85 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-12T20:25:36.760268] [INFO ] [sig       ] [1802/3596] Forecasting JXN...
[2025-12-12T20:25:36.760298] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-12T20:25:36.760327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-12T20:25:36.771618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-12T20:25:36.771956] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-12T20:25:36.772744] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-12T20:25:36.772795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:36.772828] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:36.772854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:36.772910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:36.830692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:36.831309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:36.831385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:36.831417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:36.955470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:36.955649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:36.955690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:36.955718] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:36.959082] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2025-12-12T20:25:36.959355] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-12T20:25:36.959473] [INFO ] [sig       ] JXN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:37.098187] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/JXN.txt
[2025-12-12T20:25:37.098298] [INFO ] [sig       ] [1802/3596] Completed JXN in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:37.098336] [INFO ] [sig       ] [1803/3596] Forecasting KAI...
[2025-12-12T20:25:37.098365] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-12T20:25:37.098400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-12T20:25:37.109483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-12T20:25:37.109778] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-12T20:25:37.110561] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-12T20:25:37.110634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:37.110665] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:37.110691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:37.110746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:37.167611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:37.168192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:37.168265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:37.168296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:37.288140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:37.288271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:37.288309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:37.288336] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:37.291594] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-12-12T20:25:37.291857] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-12T20:25:37.291976] [INFO ] [sig       ] KAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:37.428627] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KAI.txt
[2025-12-12T20:25:37.428743] [INFO ] [sig       ] [1803/3596] Completed KAI in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:37.428779] [INFO ] [sig       ] [1804/3596] Forecasting KARO...
[2025-12-12T20:25:37.428808] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-12T20:25:37.428838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-12T20:25:37.439497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-12T20:25:37.439822] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-12T20:25:37.440590] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-12T20:25:37.440642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:37.440674] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:37.440700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:37.440755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:37.497087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:37.497727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:37.497802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:37.497835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:37.617258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:37.617379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:37.617414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:37.617441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:37.620719] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-12T20:25:37.620984] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-12T20:25:37.621102] [INFO ] [sig       ] KARO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:37.762680] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KARO.txt
[2025-12-12T20:25:37.762817] [INFO ] [sig       ] [1804/3596] Completed KARO in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:37.762855] [INFO ] [sig       ] [1805/3596] Forecasting KB...
[2025-12-12T20:25:37.762884] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-12T20:25:37.762921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-12T20:25:37.773800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-12T20:25:37.774083] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-12T20:25:37.774887] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-12T20:25:37.774938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:37.774992] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:37.775020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:37.775076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:37.832615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:37.833439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:37.833539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:37.833591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:37.955232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:37.955368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:37.955404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:37.955431] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:37.958992] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-12-12T20:25:37.959254] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-12T20:25:37.959371] [INFO ] [sig       ] KB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:38.097650] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KB.txt
[2025-12-12T20:25:38.097795] [INFO ] [sig       ] [1805/3596] Completed KB in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:38.097835] [INFO ] [sig       ] [1806/3596] Forecasting KBH...
[2025-12-12T20:25:38.097864] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-12T20:25:38.097895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-12T20:25:38.173662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-12T20:25:38.173958] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-12T20:25:38.174733] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-12T20:25:38.174795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:38.174826] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:38.174853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:38.174908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:38.230750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:38.231423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:38.231503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:38.231535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:38.349366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:38.349508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:38.349544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:38.349590] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:38.352897] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-12T20:25:38.353158] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-12T20:25:38.353274] [INFO ] [sig       ] KBH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:38.490747] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KBH.txt
[2025-12-12T20:25:38.490888] [INFO ] [sig       ] [1806/3596] Completed KBH in 0.4s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:38.490927] [INFO ] [sig       ] [1807/3596] Forecasting KBWB...
[2025-12-12T20:25:38.490957] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-12T20:25:38.490987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-12T20:25:38.501928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-12T20:25:38.502204] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-12T20:25:38.503019] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-12T20:25:38.503070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:38.503103] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:38.503129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:38.503185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:38.564456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:38.565196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:38.565278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:38.565311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:38.686007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:38.686148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:38.686185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:38.686212] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:38.689511] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-12T20:25:38.689845] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-12T20:25:38.689974] [INFO ] [sig       ] KBWB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:38.829885] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KBWB.txt
[2025-12-12T20:25:38.830030] [INFO ] [sig       ] [1807/3596] Completed KBWB in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:38.830068] [INFO ] [sig       ] [1808/3596] Forecasting KBWD...
[2025-12-12T20:25:38.830097] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-12T20:25:38.830133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-12T20:25:38.842831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-12T20:25:38.843176] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-12T20:25:38.843947] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-12T20:25:38.843996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:38.844026] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:38.844052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:38.844107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:38.903835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:38.904650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:38.904727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:38.904758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:39.026972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:39.027120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:39.027159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:39.027217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:39.030505] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-12-12T20:25:39.030789] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-12T20:25:39.030917] [INFO ] [sig       ] KBWD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:39.172331] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KBWD.txt
[2025-12-12T20:25:39.172459] [INFO ] [sig       ] [1808/3596] Completed KBWD in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:39.172496] [INFO ] [sig       ] [1809/3596] Forecasting KBWP...
[2025-12-12T20:25:39.172526] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-12T20:25:39.172557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-12T20:25:39.183946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-12T20:25:39.184254] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-12T20:25:39.185051] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-12T20:25:39.185103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:39.185134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:39.185160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:39.185216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:39.243346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:39.244231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:39.244309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:39.244341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:39.360720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:39.360870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:39.360909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:39.360935] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:39.364392] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-12-12T20:25:39.364684] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-12T20:25:39.364805] [INFO ] [sig       ] KBWP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:39.505276] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KBWP.txt
[2025-12-12T20:25:39.505408] [INFO ] [sig       ] [1809/3596] Completed KBWP in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:39.505461] [INFO ] [sig       ] [1810/3596] Forecasting KBWY...
[2025-12-12T20:25:39.505496] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-12T20:25:39.505534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-12T20:25:39.517657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-12T20:25:39.517962] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-12T20:25:39.518739] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-12T20:25:39.518789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:39.518820] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:39.518846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:39.518902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:39.579431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:39.580145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:39.580222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:39.580254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:39.699547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:39.699705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:39.699756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:39.699785] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:39.703262] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-12T20:25:39.703522] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-12T20:25:39.703657] [INFO ] [sig       ] KBWY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:39.845423] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KBWY.txt
[2025-12-12T20:25:39.845601] [INFO ] [sig       ] [1810/3596] Completed KBWY in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:39.845642] [INFO ] [sig       ] [1811/3596] Forecasting KC...
[2025-12-12T20:25:39.845671] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-12T20:25:39.845702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-12T20:25:39.857183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-12T20:25:39.857503] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-12T20:25:39.858451] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-12T20:25:39.858502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:39.858532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:39.858557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:39.858636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:39.919336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:39.920199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:39.920282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:39.920313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:40.048050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:40.048226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:40.048266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:40.048294] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:40.051638] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-12T20:25:40.051938] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-12T20:25:40.052062] [INFO ] [sig       ] KC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:40.195050] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KC.txt
[2025-12-12T20:25:40.195188] [INFO ] [sig       ] [1811/3596] Completed KC in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.5m
[2025-12-12T20:25:40.195227] [INFO ] [sig       ] [1812/3596] Forecasting KD...
[2025-12-12T20:25:40.195257] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-12T20:25:40.195292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-12T20:25:40.206958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-12T20:25:40.207270] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-12T20:25:40.208096] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-12T20:25:40.208146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:40.208177] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:40.208204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:40.208259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:40.266759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:40.267471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:40.267548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:40.267598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:40.389818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:40.389972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:40.390011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:40.390039] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:40.393407] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-12T20:25:40.393704] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-12T20:25:40.393825] [INFO ] [sig       ] KD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:40.532250] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KD.txt
[2025-12-12T20:25:40.532390] [INFO ] [sig       ] [1812/3596] Completed KD in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-12T20:25:40.532430] [INFO ] [sig       ] [1813/3596] Forecasting KDP...
[2025-12-12T20:25:40.532464] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-12T20:25:40.532500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-12T20:25:40.544119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-12T20:25:40.544435] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-12T20:25:40.545295] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-12T20:25:40.545348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:40.545379] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:40.545406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:40.545503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:40.605528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:40.606320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:40.606401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:40.606434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:40.724515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:40.724685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:40.724742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:40.724770] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:40.728077] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-12T20:25:40.728346] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-12T20:25:40.728464] [INFO ] [sig       ] KDP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:40.864973] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KDP.txt
[2025-12-12T20:25:40.865110] [INFO ] [sig       ] [1813/3596] Completed KDP in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-12T20:25:40.865148] [INFO ] [sig       ] [1814/3596] Forecasting KE...
[2025-12-12T20:25:40.865177] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-12T20:25:40.865207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-12T20:25:40.876495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-12T20:25:40.876866] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-12T20:25:40.877685] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-12T20:25:40.877737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:40.877769] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:40.877795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:40.877851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:40.934608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:40.935254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:40.935329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:40.935359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:41.051502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:41.051670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:41.051711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:41.051739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:41.055045] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-12-12T20:25:41.055320] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-12T20:25:41.055444] [INFO ] [sig       ] KE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:41.192857] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KE.txt
[2025-12-12T20:25:41.192994] [INFO ] [sig       ] [1814/3596] Completed KE in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-12T20:25:41.193031] [INFO ] [sig       ] [1815/3596] Forecasting KELYA...
[2025-12-12T20:25:41.193059] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-12T20:25:41.193088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-12T20:25:41.204244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-12T20:25:41.204569] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-12T20:25:41.205589] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-12T20:25:41.205648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:41.205864] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:41.205891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:41.205945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:41.265341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:41.266043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:41.266135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:41.266196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:41.389450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:41.389623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:41.389664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:41.389691] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:41.393314] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-12T20:25:41.393604] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-12T20:25:41.393733] [INFO ] [sig       ] KELYA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:41.539648] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KELYA.txt
[2025-12-12T20:25:41.540035] [INFO ] [sig       ] [1815/3596] Completed KELYA in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-12T20:25:41.540080] [INFO ] [sig       ] [1816/3596] Forecasting KEN...
[2025-12-12T20:25:41.540110] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-12T20:25:41.540139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-12T20:25:41.553105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-12T20:25:41.553429] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-12T20:25:41.554446] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-12T20:25:41.554499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:41.554530] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:41.554557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:41.554643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:41.612806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:41.613483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:41.613597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:41.613640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:41.729015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:41.729163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:41.729201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:41.729229] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:41.732895] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-12-12T20:25:41.733158] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-12T20:25:41.733275] [INFO ] [sig       ] KEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:41.873741] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KEN.txt
[2025-12-12T20:25:41.873883] [INFO ] [sig       ] [1816/3596] Completed KEN in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-12T20:25:41.873923] [INFO ] [sig       ] [1817/3596] Forecasting KEP...
[2025-12-12T20:25:41.873953] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-12T20:25:41.873984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-12T20:25:41.885833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-12T20:25:41.886140] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-12T20:25:41.886945] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-12T20:25:41.886996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:41.887040] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:41.887069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:41.887126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:41.948238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:41.948973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:41.949053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:41.949085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:42.073291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:42.073442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:42.073483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:42.073511] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:42.077038] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-12T20:25:42.077334] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-12T20:25:42.077459] [INFO ] [sig       ] KEP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:42.223538] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KEP.txt
[2025-12-12T20:25:42.223891] [INFO ] [sig       ] [1817/3596] Completed KEP in 0.3s | 2.85 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-12T20:25:42.223930] [INFO ] [sig       ] [1818/3596] Forecasting KEX...
[2025-12-12T20:25:42.223958] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-12T20:25:42.223987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-12T20:25:42.236765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-12T20:25:42.237095] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-12T20:25:42.238062] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-12T20:25:42.238119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:42.238152] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:42.238179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:42.238235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:42.300870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:42.301561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:42.301655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:42.301688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:42.437600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:42.437757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:42.437797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:42.437829] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:42.441421] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-12T20:25:42.441767] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-12T20:25:42.441909] [INFO ] [sig       ] KEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:42.588947] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KEX.txt
[2025-12-12T20:25:42.589113] [INFO ] [sig       ] [1818/3596] Completed KEX in 0.4s | 2.85 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-12T20:25:42.589154] [INFO ] [sig       ] [1819/3596] Forecasting KEYS...
[2025-12-12T20:25:42.589183] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-12T20:25:42.589212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-12T20:25:42.601192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-12T20:25:42.601523] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-12T20:25:42.602431] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-12T20:25:42.602483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:42.602526] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:42.602562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:42.602651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:42.663485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:42.664270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:42.664351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:42.664385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:42.794364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:42.794518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:42.794567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:42.794628] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:42.798173] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-12T20:25:42.798443] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-12T20:25:42.798565] [INFO ] [sig       ] KEYS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:42.945702] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KEYS.txt
[2025-12-12T20:25:42.945849] [INFO ] [sig       ] [1819/3596] Completed KEYS in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:42.945896] [INFO ] [sig       ] [1820/3596] Forecasting KFS...
[2025-12-12T20:25:42.945932] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-12T20:25:42.945965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-12T20:25:42.957772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-12T20:25:42.958105] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-12T20:25:42.958911] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-12T20:25:42.958962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:42.958995] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:42.959022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:42.959078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:43.019285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:43.020172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:43.020256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:43.020288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:43.152271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:43.152486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:43.152532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:43.152561] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:43.156733] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-12-12T20:25:43.157012] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-12T20:25:43.157136] [INFO ] [sig       ] KFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:43.304859] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KFS.txt
[2025-12-12T20:25:43.305021] [INFO ] [sig       ] [1820/3596] Completed KFS in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:43.305062] [INFO ] [sig       ] [1821/3596] Forecasting KFY...
[2025-12-12T20:25:43.305094] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-12T20:25:43.305139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-12T20:25:43.317321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-12T20:25:43.317678] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-12T20:25:43.318454] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-12T20:25:43.318507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:43.318541] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:43.318567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:43.318652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:43.381165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:43.382233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:43.382342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:43.382391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:43.520110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:43.520265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:43.520319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:43.520363] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:43.524688] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-12T20:25:43.525002] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-12T20:25:43.525136] [INFO ] [sig       ] KFY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:43.672223] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KFY.txt
[2025-12-12T20:25:43.672379] [INFO ] [sig       ] [1821/3596] Completed KFY in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:43.672416] [INFO ] [sig       ] [1822/3596] Forecasting KGS...
[2025-12-12T20:25:43.672445] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-12T20:25:43.672477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-12T20:25:43.684323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-12T20:25:43.684609] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-12T20:25:43.685357] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-12T20:25:43.685406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:43.685461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:43.685488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:43.685555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:43.743300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:43.743936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:43.744011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:43.744044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:43.869094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:43.869273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:43.869314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:43.869351] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:43.872894] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-12T20:25:43.873156] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-12T20:25:43.873272] [INFO ] [sig       ] KGS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:44.016401] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KGS.txt
[2025-12-12T20:25:44.016564] [INFO ] [sig       ] [1822/3596] Completed KGS in 0.3s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:44.016625] [INFO ] [sig       ] [1823/3596] Forecasting KHC...
[2025-12-12T20:25:44.016655] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-12T20:25:44.016685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-12T20:25:44.029038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-12T20:25:44.029351] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-12T20:25:44.030215] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-12T20:25:44.030268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:44.030299] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:44.030326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:44.030392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:44.091326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:44.092150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:44.092229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:44.092262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:44.215214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:44.215362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:44.215403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:44.215431] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:44.218922] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-12-12T20:25:44.219197] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-12T20:25:44.219351] [INFO ] [sig       ] KHC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:44.359419] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KHC.txt
[2025-12-12T20:25:44.359549] [INFO ] [sig       ] [1823/3596] Completed KHC in 0.3s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:44.359605] [INFO ] [sig       ] [1824/3596] Forecasting KIDS...
[2025-12-12T20:25:44.359635] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-12T20:25:44.359665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-12T20:25:44.371699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-12T20:25:44.372183] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-12T20:25:44.372990] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-12T20:25:44.373043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:44.373073] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:44.373100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:44.373156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:44.434499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:44.435377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:44.435459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:44.435491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:44.578791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:44.579137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:44.579177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:44.579205] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:44.582798] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-12T20:25:44.583074] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-12T20:25:44.583222] [INFO ] [sig       ] KIDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:44.748034] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KIDS.txt
[2025-12-12T20:25:44.748186] [INFO ] [sig       ] [1824/3596] Completed KIDS in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:44.748225] [INFO ] [sig       ] [1825/3596] Forecasting KIM...
[2025-12-12T20:25:44.748253] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-12T20:25:44.748285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-12T20:25:44.760630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-12T20:25:44.761108] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-12T20:25:44.762168] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-12T20:25:44.762222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:44.762255] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:44.762281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:44.762338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:44.822477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:44.823177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:44.823257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:44.823290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:44.947096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:44.947245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:44.947285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:44.947342] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:44.950826] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-12T20:25:44.951098] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-12T20:25:44.951214] [INFO ] [sig       ] KIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:45.098397] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KIM.txt
[2025-12-12T20:25:45.098554] [INFO ] [sig       ] [1825/3596] Completed KIM in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:45.098615] [INFO ] [sig       ] [1826/3596] Forecasting KINS...
[2025-12-12T20:25:45.098646] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-12T20:25:45.098677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-12T20:25:45.111722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-12T20:25:45.112014] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-12T20:25:45.112780] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-12T20:25:45.112831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:45.112862] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:45.112888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:45.112942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:45.171320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:45.172339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:45.172422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:45.172454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:45.301623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:45.301795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:45.301835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:45.301862] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:45.305176] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2025-12-12T20:25:45.305441] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-12T20:25:45.305558] [INFO ] [sig       ] KINS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:45.451255] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KINS.txt
[2025-12-12T20:25:45.451437] [INFO ] [sig       ] [1826/3596] Completed KINS in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:45.451476] [INFO ] [sig       ] [1827/3596] Forecasting KIO...
[2025-12-12T20:25:45.451505] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-12T20:25:45.451537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-12T20:25:45.463799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-12T20:25:45.464152] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-12T20:25:45.464961] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-12T20:25:45.465012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:45.465042] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:45.465067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:45.465122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:45.522830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:45.523710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:45.523799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:45.523833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:45.647469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:45.647641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:45.647686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:45.647715] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:45.651385] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2025-12-12T20:25:45.651688] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-12T20:25:45.651826] [INFO ] [sig       ] KIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:45.795844] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KIO.txt
[2025-12-12T20:25:45.796011] [INFO ] [sig       ] [1827/3596] Completed KIO in 0.3s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:45.796050] [INFO ] [sig       ] [1828/3596] Forecasting KKRS...
[2025-12-12T20:25:45.796079] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-12T20:25:45.796111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-12T20:25:45.808304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-12T20:25:45.808554] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-12T20:25:45.809511] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-12T20:25:45.809562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:45.809612] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:45.809639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:45.809742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:45.867907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:45.868480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:45.868554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:45.868604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:45.986069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:45.986206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:45.986242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:45.986270] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:45.990090] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-12-12T20:25:45.990367] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-12T20:25:45.990485] [INFO ] [sig       ] KKRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:46.130171] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KKRS.txt
[2025-12-12T20:25:46.130334] [INFO ] [sig       ] [1828/3596] Completed KKRS in 0.3s | 2.85 sym/s | Total: 10.7m | ETA: 10.4m
[2025-12-12T20:25:46.130373] [INFO ] [sig       ] [1829/3596] Forecasting KLAC...
[2025-12-12T20:25:46.130403] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-12T20:25:46.130434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-12T20:25:46.143317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-12T20:25:46.143625] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-12T20:25:46.144371] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-12T20:25:46.144421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:46.144452] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:46.144478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:46.144533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:46.203923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:46.204542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:46.204642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:46.204682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:46.335247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:46.335405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:46.335445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:46.335472] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:46.339269] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=53.50%)
[2025-12-12T20:25:46.339542] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-12T20:25:46.339679] [INFO ] [sig       ] KLAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:46.483952] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KLAC.txt
[2025-12-12T20:25:46.484085] [INFO ] [sig       ] [1829/3596] Completed KLAC in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-12T20:25:46.484123] [INFO ] [sig       ] [1830/3596] Forecasting KLIC...
[2025-12-12T20:25:46.484151] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-12T20:25:46.484181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-12T20:25:46.498257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-12T20:25:46.498751] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-12T20:25:46.499641] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-12T20:25:46.499757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:46.499794] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:46.499821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:46.499877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:46.558881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:46.559812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:46.559897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:46.559928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:46.690095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:46.690258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:46.690298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:46.690327] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:46.694130] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-12T20:25:46.694415] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-12T20:25:46.694537] [INFO ] [sig       ] KLIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:46.839974] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KLIC.txt
[2025-12-12T20:25:46.840134] [INFO ] [sig       ] [1830/3596] Completed KLIC in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-12T20:25:46.840172] [INFO ] [sig       ] [1831/3596] Forecasting KLXE...
[2025-12-12T20:25:46.840202] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-12T20:25:46.840231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-12T20:25:46.852513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-12T20:25:46.852928] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-12T20:25:46.853739] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-12T20:25:46.853792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:46.853823] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:46.853850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:46.853905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:46.915545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:46.916444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:46.916524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:46.916557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:47.040223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:47.040375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:47.040413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:47.040442] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:47.043761] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-12-12T20:25:47.044055] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-12T20:25:47.044182] [INFO ] [sig       ] KLXE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:47.192631] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KLXE.txt
[2025-12-12T20:25:47.192812] [INFO ] [sig       ] [1831/3596] Completed KLXE in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-12T20:25:47.192851] [INFO ] [sig       ] [1832/3596] Forecasting KMB...
[2025-12-12T20:25:47.192887] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-12T20:25:47.192930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-12T20:25:47.205729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-12T20:25:47.206092] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-12T20:25:47.206860] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-12T20:25:47.206911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:47.206942] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:47.206969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:47.207023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:47.266489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:47.267328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:47.267458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:47.267503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:47.388596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:47.388749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:47.388788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:47.388815] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:47.392184] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-12T20:25:47.392511] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-12T20:25:47.392683] [INFO ] [sig       ] KMB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:47.540304] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KMB.txt
[2025-12-12T20:25:47.540464] [INFO ] [sig       ] [1832/3596] Completed KMB in 0.3s | 2.85 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-12T20:25:47.540502] [INFO ] [sig       ] [1833/3596] Forecasting KMDA...
[2025-12-12T20:25:47.540533] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-12T20:25:47.540564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-12T20:25:47.551659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-12T20:25:47.551990] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-12T20:25:47.552762] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-12T20:25:47.552812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:47.552842] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:47.552868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:47.552923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:47.613506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:47.614605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:47.614703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:47.614734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:47.743815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:47.744195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:47.744235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:47.744271] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:47.748372] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-12T20:25:47.748689] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-12T20:25:47.748826] [INFO ] [sig       ] KMDA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:47.955367] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KMDA.txt
[2025-12-12T20:25:47.955532] [INFO ] [sig       ] [1833/3596] Completed KMDA in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-12T20:25:47.955590] [INFO ] [sig       ] [1834/3596] Forecasting KMI...
[2025-12-12T20:25:47.955624] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-12T20:25:47.955656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-12T20:25:47.968434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-12T20:25:47.968794] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-12T20:25:47.969597] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-12T20:25:47.969649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:47.969682] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:47.969709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:47.969791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:48.033996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:48.034867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:48.034950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:48.034984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:48.162862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:48.163030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:48.163089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:48.163124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:48.166963] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-12T20:25:48.167255] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-12T20:25:48.167384] [INFO ] [sig       ] KMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:48.316289] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KMI.txt
[2025-12-12T20:25:48.316480] [INFO ] [sig       ] [1834/3596] Completed KMI in 0.4s | 2.85 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-12T20:25:48.316526] [INFO ] [sig       ] [1835/3596] Forecasting KMPB...
[2025-12-12T20:25:48.316557] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-12T20:25:48.316613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-12T20:25:48.329161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-12T20:25:48.329537] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-12T20:25:48.330347] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-12T20:25:48.330400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:48.330431] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:48.330457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:48.330511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:48.391670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:48.392751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:48.392844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:48.392875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:48.506039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:48.506180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:48.506219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:48.506248] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:48.509728] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-12T20:25:48.510195] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-12T20:25:48.510312] [INFO ] [sig       ] KMPB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:48.649238] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KMPB.txt
[2025-12-12T20:25:48.649369] [INFO ] [sig       ] [1835/3596] Completed KMPB in 0.3s | 2.85 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-12T20:25:48.649406] [INFO ] [sig       ] [1836/3596] Forecasting KMX...
[2025-12-12T20:25:48.649434] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-12T20:25:48.649464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-12T20:25:48.662508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-12T20:25:48.662784] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-12T20:25:48.663523] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-12T20:25:48.663595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:48.663628] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:48.663655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:48.663710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:48.722950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:48.723521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:48.723609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:48.723642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:48.844094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:48.844214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:48.844250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:48.844278] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:48.847459] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-12-12T20:25:48.847752] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-12T20:25:48.848068] [INFO ] [sig       ] KMX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:48.988721] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KMX.txt
[2025-12-12T20:25:48.988851] [INFO ] [sig       ] [1836/3596] Completed KMX in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:48.988890] [INFO ] [sig       ] [1837/3596] Forecasting KN...
[2025-12-12T20:25:48.988918] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-12T20:25:48.988947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-12T20:25:49.000764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-12T20:25:49.001225] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-12T20:25:49.001998] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-12T20:25:49.002048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:49.002078] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:49.002104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:49.002159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:49.060067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:49.060666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:49.060753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:49.060791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:49.182657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:49.182766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:49.182817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:49.182846] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:49.186226] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=26.62%)
[2025-12-12T20:25:49.186485] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-12T20:25:49.186619] [INFO ] [sig       ] KN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:49.325027] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KN.txt
[2025-12-12T20:25:49.325140] [INFO ] [sig       ] [1837/3596] Completed KN in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:49.325177] [INFO ] [sig       ] [1838/3596] Forecasting KNF...
[2025-12-12T20:25:49.325205] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-12T20:25:49.325234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-12T20:25:49.336967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-12T20:25:49.337221] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-12T20:25:49.338137] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-12T20:25:49.338187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:49.338218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:49.338244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:49.338300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:49.394866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:49.395435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:49.395507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:49.395538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:49.510396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:49.510497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:49.510532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:49.510559] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:49.513711] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=66.22%)
[2025-12-12T20:25:49.513976] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-12T20:25:49.514090] [INFO ] [sig       ] KNF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:49.657276] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KNF.txt
[2025-12-12T20:25:49.657404] [INFO ] [sig       ] [1838/3596] Completed KNF in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:49.657443] [INFO ] [sig       ] [1839/3596] Forecasting KNOP...
[2025-12-12T20:25:49.657475] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-12T20:25:49.657507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-12T20:25:49.668591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-12T20:25:49.668844] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-12T20:25:49.669599] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-12T20:25:49.669650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:49.669703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:49.669757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:49.669818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:49.728863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:49.729451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:49.729525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:49.729555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:49.852328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:49.852421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:49.852456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:49.852483] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:49.855534] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-12T20:25:49.855819] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-12T20:25:49.855935] [INFO ] [sig       ] KNOP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:49.991455] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KNOP.txt
[2025-12-12T20:25:49.991563] [INFO ] [sig       ] [1839/3596] Completed KNOP in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:49.991618] [INFO ] [sig       ] [1840/3596] Forecasting KNSA...
[2025-12-12T20:25:49.991648] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-12T20:25:49.991677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-12T20:25:50.002794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-12T20:25:50.003053] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-12T20:25:50.003815] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-12T20:25:50.003865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:50.003895] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:50.003921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:50.003976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:50.060429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:50.061015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:50.061088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:50.061119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:50.177635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:50.177746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:50.177782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:50.177809] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:50.181463] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-12T20:25:50.181743] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-12T20:25:50.181862] [INFO ] [sig       ] KNSA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:50.317368] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KNSA.txt
[2025-12-12T20:25:50.317499] [INFO ] [sig       ] [1840/3596] Completed KNSA in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:50.317536] [INFO ] [sig       ] [1841/3596] Forecasting KNSL...
[2025-12-12T20:25:50.317564] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-12T20:25:50.317613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-12T20:25:50.329464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-12T20:25:50.329790] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-12T20:25:50.330562] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-12T20:25:50.330631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:50.330674] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:50.330703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:50.330764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:50.391098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:50.391711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:50.391786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:50.391818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:50.511990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:50.512094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:50.512128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:50.512154] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:50.515459] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-12T20:25:50.515742] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-12T20:25:50.515861] [INFO ] [sig       ] KNSL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:50.655844] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KNSL.txt
[2025-12-12T20:25:50.656000] [INFO ] [sig       ] [1841/3596] Completed KNSL in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:50.656039] [INFO ] [sig       ] [1842/3596] Forecasting KNTK...
[2025-12-12T20:25:50.656069] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-12T20:25:50.656099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-12T20:25:50.667842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-12T20:25:50.668094] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-12T20:25:50.668855] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-12T20:25:50.668906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:50.668936] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:50.668962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:50.669016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:50.728451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:50.729044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:50.729119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:50.729150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:50.848263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:50.848371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:50.848407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:50.848463] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:50.851667] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-12T20:25:50.851962] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-12T20:25:50.852272] [INFO ] [sig       ] KNTK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:50.996103] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KNTK.txt
[2025-12-12T20:25:50.996232] [INFO ] [sig       ] [1842/3596] Completed KNTK in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:50.996271] [INFO ] [sig       ] [1843/3596] Forecasting KNX...
[2025-12-12T20:25:50.996300] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-12T20:25:50.996330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-12T20:25:51.009121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-12T20:25:51.009396] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-12T20:25:51.010190] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-12T20:25:51.010240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:51.010271] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:51.010297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:51.010352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:51.067054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:51.067657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:51.067731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:51.067766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:51.188339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:51.188457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:51.188492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:51.188519] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:51.191880] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-12T20:25:51.192293] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-12T20:25:51.192414] [INFO ] [sig       ] KNX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:51.329983] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KNX.txt
[2025-12-12T20:25:51.330099] [INFO ] [sig       ] [1843/3596] Completed KNX in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:51.330136] [INFO ] [sig       ] [1844/3596] Forecasting KOD...
[2025-12-12T20:25:51.330165] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-12T20:25:51.330195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-12T20:25:51.341111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-12T20:25:51.341379] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-12T20:25:51.342326] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-12T20:25:51.342377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:51.342407] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:51.342433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:51.342489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:51.400198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:51.400839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:51.400926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:51.400958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:51.523083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:51.523200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:51.523235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:51.523263] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:51.526444] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-12-12T20:25:51.526725] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-12T20:25:51.526845] [INFO ] [sig       ] KOD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:51.669355] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KOD.txt
[2025-12-12T20:25:51.669475] [INFO ] [sig       ] [1844/3596] Completed KOD in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:51.669511] [INFO ] [sig       ] [1845/3596] Forecasting KODK...
[2025-12-12T20:25:51.669565] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-12T20:25:51.669616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-12T20:25:51.681508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-12T20:25:51.681808] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-12T20:25:51.682565] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-12T20:25:51.682634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:51.682664] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:51.682689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:51.682749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:51.741171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:51.741782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:51.741860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:51.741891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:51.863189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:51.863295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:51.863330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:51.863357] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:51.866490] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-12T20:25:51.866765] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-12T20:25:51.866883] [INFO ] [sig       ] KODK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:52.007282] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KODK.txt
[2025-12-12T20:25:52.007397] [INFO ] [sig       ] [1845/3596] Completed KODK in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.3m
[2025-12-12T20:25:52.007433] [INFO ] [sig       ] [1846/3596] Forecasting KOF...
[2025-12-12T20:25:52.007461] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-12T20:25:52.007491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-12T20:25:52.019147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-12T20:25:52.019424] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-12T20:25:52.020252] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-12T20:25:52.020304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:52.020336] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:52.020363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:52.020419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:52.079788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:52.080397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:52.080473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:52.080505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:52.201121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:52.201224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:52.201261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:52.201289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:52.204423] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-12T20:25:52.204701] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-12T20:25:52.204816] [INFO ] [sig       ] KOF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:52.344834] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KOF.txt
[2025-12-12T20:25:52.344944] [INFO ] [sig       ] [1846/3596] Completed KOF in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:52.344981] [INFO ] [sig       ] [1847/3596] Forecasting KOP...
[2025-12-12T20:25:52.345010] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-12T20:25:52.345182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-12T20:25:52.356985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-12T20:25:52.357243] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-12T20:25:52.358027] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-12T20:25:52.358078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:52.358108] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:52.358134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:52.358193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:52.417553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:52.418369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:52.418443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:52.418473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:52.538031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:52.538134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:52.538168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:52.538195] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:52.541522] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-12T20:25:52.541825] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-12T20:25:52.541957] [INFO ] [sig       ] KOP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:52.685989] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KOP.txt
[2025-12-12T20:25:52.686341] [INFO ] [sig       ] [1847/3596] Completed KOP in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:52.686380] [INFO ] [sig       ] [1848/3596] Forecasting KOPN...
[2025-12-12T20:25:52.686410] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-12T20:25:52.686440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-12T20:25:52.697996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-12T20:25:52.698257] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-12T20:25:52.699029] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-12T20:25:52.699079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:52.699109] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:52.699135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:52.699189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:52.756505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:52.757094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:52.757175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:52.757206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:52.875674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:52.875786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:52.875828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:52.875877] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:52.879061] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-12T20:25:52.879322] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-12T20:25:52.879438] [INFO ] [sig       ] KOPN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:53.018707] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KOPN.txt
[2025-12-12T20:25:53.018829] [INFO ] [sig       ] [1848/3596] Completed KOPN in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:53.018866] [INFO ] [sig       ] [1849/3596] Forecasting KOS...
[2025-12-12T20:25:53.018894] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-12T20:25:53.018923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-12T20:25:53.031355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-12T20:25:53.031669] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-12T20:25:53.032651] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-12T20:25:53.032703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:53.032734] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:53.032764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:53.032824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:53.095672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:53.096326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:53.096430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:53.096464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:53.216434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:53.216599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:53.216638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:53.216666] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:53.220483] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-12T20:25:53.220765] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-12T20:25:53.220885] [INFO ] [sig       ] KOS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:53.358685] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KOS.txt
[2025-12-12T20:25:53.358831] [INFO ] [sig       ] [1849/3596] Completed KOS in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:53.358876] [INFO ] [sig       ] [1850/3596] Forecasting KOSS...
[2025-12-12T20:25:53.358912] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-12T20:25:53.358948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-12T20:25:53.369893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-12T20:25:53.370186] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-12T20:25:53.371064] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-12T20:25:53.371117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:53.371149] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:53.371179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:53.371235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:53.430150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:53.430783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:53.430871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:53.430925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:53.547955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:53.548301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:53.548341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:53.548369] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:53.551931] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-12-12T20:25:53.552195] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-12T20:25:53.552313] [INFO ] [sig       ] KOSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:53.695008] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KOSS.txt
[2025-12-12T20:25:53.695148] [INFO ] [sig       ] [1850/3596] Completed KOSS in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:53.695186] [INFO ] [sig       ] [1851/3596] Forecasting KPRX...
[2025-12-12T20:25:53.695215] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-12T20:25:53.695245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-12T20:25:53.707050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-12T20:25:53.707371] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-12T20:25:53.708336] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-12T20:25:53.708386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:53.708417] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:53.708442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:53.708496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:53.765485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:53.766117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:53.766192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:53.766223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:53.882658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:53.882811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:53.882849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:53.882877] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:53.886465] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-12T20:25:53.886803] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-12T20:25:53.886931] [INFO ] [sig       ] KPRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:54.033853] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KPRX.txt
[2025-12-12T20:25:54.034204] [INFO ] [sig       ] [1851/3596] Completed KPRX in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:54.034242] [INFO ] [sig       ] [1852/3596] Forecasting KPTI...
[2025-12-12T20:25:54.034272] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-12T20:25:54.034301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-12T20:25:54.045317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-12T20:25:54.045631] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-12T20:25:54.046380] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-12T20:25:54.046430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:54.046462] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:54.046499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:54.046555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:54.106268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:54.107117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:54.107197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:54.107231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:54.227050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:54.227198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:54.227237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:54.227266] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:54.230557] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-12T20:25:54.230864] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-12T20:25:54.231005] [INFO ] [sig       ] KPTI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:54.382085] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KPTI.txt
[2025-12-12T20:25:54.382286] [INFO ] [sig       ] [1852/3596] Completed KPTI in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:54.382350] [INFO ] [sig       ] [1853/3596] Forecasting KRC...
[2025-12-12T20:25:54.382394] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-12T20:25:54.382437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-12T20:25:54.394167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-12T20:25:54.394498] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-12T20:25:54.395320] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-12T20:25:54.395373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:54.395406] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:54.395432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:54.395488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:54.455247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:54.455907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:54.455983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:54.456014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:54.580428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:54.580602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:54.580642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:54.580669] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:54.584332] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-12T20:25:54.584627] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-12T20:25:54.584759] [INFO ] [sig       ] KRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:54.725432] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KRC.txt
[2025-12-12T20:25:54.725610] [INFO ] [sig       ] [1853/3596] Completed KRC in 0.3s | 2.85 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-12T20:25:54.725651] [INFO ] [sig       ] [1854/3596] Forecasting KREF...
[2025-12-12T20:25:54.725680] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-12T20:25:54.725710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-12T20:25:54.737299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-12T20:25:54.737671] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-12T20:25:54.738541] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-12T20:25:54.738615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:54.738650] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:54.738677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:54.738733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:54.796495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:54.797350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:54.797433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:54.797464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:54.914151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:54.914301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:54.914340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:54.914367] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:54.917700] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=22.18%)
[2025-12-12T20:25:54.917982] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-12T20:25:54.918102] [INFO ] [sig       ] KREF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:55.057751] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KREF.txt
[2025-12-12T20:25:55.057937] [INFO ] [sig       ] [1854/3596] Completed KREF in 0.3s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:55.057984] [INFO ] [sig       ] [1855/3596] Forecasting KRG...
[2025-12-12T20:25:55.058019] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-12T20:25:55.058055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-12T20:25:55.069792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-12T20:25:55.070151] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-12T20:25:55.071001] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-12T20:25:55.071055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:55.071088] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:55.071115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:55.071170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:55.132477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:55.133358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:55.133445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:55.133477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:55.260745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:55.260897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:55.260935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:55.260963] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:55.264327] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-12T20:25:55.264650] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-12T20:25:55.264777] [INFO ] [sig       ] KRG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:55.403514] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KRG.txt
[2025-12-12T20:25:55.403683] [INFO ] [sig       ] [1855/3596] Completed KRG in 0.3s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:55.403722] [INFO ] [sig       ] [1856/3596] Forecasting KRMD...
[2025-12-12T20:25:55.403751] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-12T20:25:55.403802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-12T20:25:55.415505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-12T20:25:55.415792] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-12T20:25:55.416703] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-12T20:25:55.416755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:55.416809] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:55.416837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:55.416907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:55.474709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:55.475301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:55.475375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:55.475405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:55.605958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:55.606144] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:25:55.606209] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:55.606260] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:55.611688] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-12T20:25:55.612175] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-12T20:25:55.612368] [INFO ] [sig       ] KRMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:55.781247] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KRMD.txt
[2025-12-12T20:25:55.781424] [INFO ] [sig       ] [1856/3596] Completed KRMD in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:55.781477] [INFO ] [sig       ] [1857/3596] Forecasting KRNY...
[2025-12-12T20:25:55.781517] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-12T20:25:55.781553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-12T20:25:55.794287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-12T20:25:55.794746] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-12T20:25:55.795699] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-12T20:25:55.795753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:55.795785] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:55.795812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:55.795877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:55.874183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:55.875359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:55.875469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:55.875512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:56.015734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:56.015922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:56.015965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:56.015993] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:56.019555] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2025-12-12T20:25:56.019955] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-12T20:25:56.020108] [INFO ] [sig       ] KRNY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:56.229400] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KRNY.txt
[2025-12-12T20:25:56.229668] [INFO ] [sig       ] [1857/3596] Completed KRNY in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:56.229765] [INFO ] [sig       ] [1858/3596] Forecasting KRO...
[2025-12-12T20:25:56.229815] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-12T20:25:56.229863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-12T20:25:56.258856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-12T20:25:56.265441] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-12T20:25:56.267202] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-12T20:25:56.267298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:56.267354] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:56.267402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:56.267493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:56.342595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:56.343690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:56.343787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:56.343821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:56.509787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:56.509963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:56.510006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:56.510036] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:56.513844] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-12T20:25:56.514296] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-12T20:25:56.514474] [INFO ] [sig       ] KRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:56.731262] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KRO.txt
[2025-12-12T20:25:56.731426] [INFO ] [sig       ] [1858/3596] Completed KRO in 0.5s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:56.731466] [INFO ] [sig       ] [1859/3596] Forecasting KROS...
[2025-12-12T20:25:56.731495] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-12T20:25:56.731526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-12T20:25:56.747321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-12T20:25:56.747855] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-12T20:25:56.748929] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-12T20:25:56.748995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:56.749028] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:56.749054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:56.749110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:56.815551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:56.816467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:56.816555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:56.816611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:56.947811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:56.947984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:56.948033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:56.948100] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:56.951656] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-12T20:25:56.951951] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-12T20:25:56.952086] [INFO ] [sig       ] KROS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:57.104719] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KROS.txt
[2025-12-12T20:25:57.104851] [INFO ] [sig       ] [1859/3596] Completed KROS in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:57.104890] [INFO ] [sig       ] [1860/3596] Forecasting KRP...
[2025-12-12T20:25:57.104919] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-12T20:25:57.104950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-12T20:25:57.116655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-12T20:25:57.116906] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-12T20:25:57.117855] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-12T20:25:57.117906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:57.117937] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:57.117963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:57.118018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:57.176529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:57.177736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:57.177816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:57.177847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:57.306102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:57.306261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:57.306316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:57.306345] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:57.310084] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-12-12T20:25:57.310591] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-12T20:25:57.310721] [INFO ] [sig       ] KRP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:57.465054] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KRP.txt
[2025-12-12T20:25:57.465198] [INFO ] [sig       ] [1860/3596] Completed KRP in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:57.465236] [INFO ] [sig       ] [1861/3596] Forecasting KRRO...
[2025-12-12T20:25:57.465266] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-12T20:25:57.465296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-12T20:25:57.479987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-12T20:25:57.480454] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-12T20:25:57.481329] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-12T20:25:57.481383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:57.481416] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:57.481442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:57.481498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:57.543320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:57.544440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:57.544525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:57.544559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:57.674104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:57.674269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:57.674315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:57.674346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:57.677939] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-12T20:25:57.678428] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-12T20:25:57.678559] [INFO ] [sig       ] KRRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:57.834807] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KRRO.txt
[2025-12-12T20:25:57.834975] [INFO ] [sig       ] [1861/3596] Completed KRRO in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:57.835014] [INFO ] [sig       ] [1862/3596] Forecasting KRUS...
[2025-12-12T20:25:57.835044] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-12T20:25:57.835075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-12T20:25:57.847954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-12T20:25:57.848304] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-12T20:25:57.849116] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-12T20:25:57.849168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:57.849198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:57.849223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:57.849278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:57.908656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:57.909759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:57.909848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:57.909880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:58.026223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:58.026385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:58.026426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:58.026460] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:58.029877] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-12T20:25:58.030175] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-12T20:25:58.030311] [INFO ] [sig       ] KRUS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:58.170070] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KRUS.txt
[2025-12-12T20:25:58.170226] [INFO ] [sig       ] [1862/3596] Completed KRUS in 0.3s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:58.170264] [INFO ] [sig       ] [1863/3596] Forecasting KRYS...
[2025-12-12T20:25:58.170294] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-12T20:25:58.170324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-12T20:25:58.181998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-12T20:25:58.182359] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-12T20:25:58.183168] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-12T20:25:58.183221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:58.183251] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:58.183277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:58.183344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:58.241275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:58.242193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:58.242280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:58.242313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:58.371363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:58.371520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:58.371563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:58.371611] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:58.375052] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=65.01%)
[2025-12-12T20:25:58.375345] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-12T20:25:58.375473] [INFO ] [sig       ] KRYS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:58.521699] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KRYS.txt
[2025-12-12T20:25:58.521848] [INFO ] [sig       ] [1863/3596] Completed KRYS in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.2m
[2025-12-12T20:25:58.521889] [INFO ] [sig       ] [1864/3596] Forecasting KSCP...
[2025-12-12T20:25:58.521923] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-12T20:25:58.521954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-12T20:25:58.533750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-12T20:25:58.534091] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-12T20:25:58.534889] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-12T20:25:58.534940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:58.534970] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:58.534995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:58.535050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:58.597216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:58.598024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:58.598116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:58.598150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:58.728278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:58.728426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:58.728466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:58.728494] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:58.732217] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-12T20:25:58.732512] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-12T20:25:58.732666] [INFO ] [sig       ] KSCP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:58.879588] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KSCP.txt
[2025-12-12T20:25:58.879759] [INFO ] [sig       ] [1864/3596] Completed KSCP in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-12T20:25:58.879810] [INFO ] [sig       ] [1865/3596] Forecasting KSPI...
[2025-12-12T20:25:58.879857] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-12T20:25:58.879895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-12T20:25:58.891804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-12T20:25:58.892161] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-12T20:25:58.892981] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-12T20:25:58.893045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:58.893078] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:58.893105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:58.893161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:58.952268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:58.953130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:58.953211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:58.953244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:59.081979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:59.082142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:59.082183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:59.082211] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:59.085700] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-12T20:25:59.086012] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-12T20:25:59.086142] [INFO ] [sig       ] KSPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:25:59.237693] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KSPI.txt
[2025-12-12T20:25:59.237855] [INFO ] [sig       ] [1865/3596] Completed KSPI in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-12T20:25:59.237905] [INFO ] [sig       ] [1866/3596] Forecasting KSS...
[2025-12-12T20:25:59.237943] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-12T20:25:59.237975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-12T20:25:59.250730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-12T20:25:59.251110] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-12T20:25:59.252065] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-12T20:25:59.252121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:59.252154] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:59.252184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:59.252240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:59.315356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:59.316268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:59.316397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:59.316436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:59.449969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:59.450128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:59.450170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:59.450199] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:59.453865] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-12T20:25:59.454199] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-12T20:25:59.454359] [INFO ] [sig       ] KSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:25:59.621185] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KSS.txt
[2025-12-12T20:25:59.621559] [INFO ] [sig       ] [1866/3596] Completed KSS in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-12T20:25:59.621634] [INFO ] [sig       ] [1867/3596] Forecasting KTB...
[2025-12-12T20:25:59.621668] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-12T20:25:59.621699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-12T20:25:59.633988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-12T20:25:59.634357] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-12T20:25:59.635177] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-12T20:25:59.635229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:25:59.635261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:25:59.635287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:25:59.635343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:25:59.699560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:25:59.700486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:25:59.700570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:25:59.700624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:25:59.833653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:25:59.833818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:25:59.833863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:25:59.833915] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:25:59.837509] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-12T20:25:59.837891] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-12T20:25:59.838079] [INFO ] [sig       ] KTB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:00.006782] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KTB.txt
[2025-12-12T20:26:00.006970] [INFO ] [sig       ] [1867/3596] Completed KTB in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-12T20:26:00.007009] [INFO ] [sig       ] [1868/3596] Forecasting KTCC...
[2025-12-12T20:26:00.007039] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-12T20:26:00.007070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-12T20:26:00.019255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-12T20:26:00.019686] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-12T20:26:00.023563] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-12T20:26:00.023654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:00.023689] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:00.023717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:00.023775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:00.091947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:00.093078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:00.093191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:00.093241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:00.204623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:00.204735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:00.204775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:00.204803] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:00.208240] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-12T20:26:00.208519] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-12T20:26:00.208663] [INFO ] [sig       ] KTCC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:00.372614] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KTCC.txt
[2025-12-12T20:26:00.372766] [INFO ] [sig       ] [1868/3596] Completed KTCC in 0.4s | 2.85 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-12T20:26:00.372806] [INFO ] [sig       ] [1869/3596] Forecasting KTF...
[2025-12-12T20:26:00.372836] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-12T20:26:00.372867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-12T20:26:00.385660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-12T20:26:00.385949] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-12T20:26:00.386927] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-12T20:26:00.386978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:00.387009] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:00.387034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:00.387089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:00.449416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:00.450296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:00.450377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:00.450410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:00.578344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:00.578455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:00.578495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:00.578526] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:00.582053] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-12T20:26:00.582351] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-12T20:26:00.582480] [INFO ] [sig       ] KTF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:00.742436] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KTF.txt
[2025-12-12T20:26:00.742622] [INFO ] [sig       ] [1869/3596] Completed KTF in 0.4s | 2.84 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-12T20:26:00.742663] [INFO ] [sig       ] [1870/3596] Forecasting KTOS...
[2025-12-12T20:26:00.742692] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-12T20:26:00.742722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-12T20:26:00.754275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-12T20:26:00.754567] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-12T20:26:00.755536] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-12T20:26:00.755612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:00.755646] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:00.755673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:00.755728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:00.818728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:00.819444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:00.819521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:00.819553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:00.945244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:00.945403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:00.945442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:00.945471] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:00.949057] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: UP (p=58.62%)
[2025-12-12T20:26:00.949435] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-12T20:26:00.949607] [INFO ] [sig       ] KTOS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:01.103856] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KTOS.txt
[2025-12-12T20:26:01.104022] [INFO ] [sig       ] [1870/3596] Completed KTOS in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:01.104085] [INFO ] [sig       ] [1871/3596] Forecasting KURA...
[2025-12-12T20:26:01.104130] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-12T20:26:01.104169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-12T20:26:01.116047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-12T20:26:01.116639] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-12T20:26:01.117516] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-12T20:26:01.117782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:01.117816] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:01.117844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:01.117900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:01.177707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:01.178491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:01.178587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:01.178623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:01.308620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:01.308787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:01.308827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:01.308856] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:01.313021] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-12T20:26:01.313332] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-12T20:26:01.313466] [INFO ] [sig       ] KURA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:01.473828] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KURA.txt
[2025-12-12T20:26:01.473986] [INFO ] [sig       ] [1871/3596] Completed KURA in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:01.474027] [INFO ] [sig       ] [1872/3596] Forecasting KVHI...
[2025-12-12T20:26:01.474059] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-12T20:26:01.474090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-12T20:26:01.486186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-12T20:26:01.486530] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-12T20:26:01.487602] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-12T20:26:01.487657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:01.487689] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:01.487716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:01.487772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:01.547867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:01.548793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:01.548876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:01.548909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:01.671010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:01.671202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:01.671243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:01.671273] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:01.674717] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-12T20:26:01.675041] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-12T20:26:01.675177] [INFO ] [sig       ] KVHI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:01.816263] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KVHI.txt
[2025-12-12T20:26:01.816399] [INFO ] [sig       ] [1872/3596] Completed KVHI in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:01.816438] [INFO ] [sig       ] [1873/3596] Forecasting KVUE...
[2025-12-12T20:26:01.816468] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-12T20:26:01.816498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-12T20:26:01.827778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-12T20:26:01.828117] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-12T20:26:01.828895] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-12T20:26:01.828952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:01.829017] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:01.829051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:01.829118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:01.887664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:01.888632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:01.888717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:01.888751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:02.010161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:02.010320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:02.010360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:02.010387] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:02.013864] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-12-12T20:26:02.014215] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-12T20:26:02.014558] [INFO ] [sig       ] KVUE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:02.158365] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KVUE.txt
[2025-12-12T20:26:02.158504] [INFO ] [sig       ] [1873/3596] Completed KVUE in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:02.158543] [INFO ] [sig       ] [1874/3596] Forecasting KVYO...
[2025-12-12T20:26:02.158592] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-12T20:26:02.158626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-12T20:26:02.171918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-12T20:26:02.172412] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-12T20:26:02.173383] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-12T20:26:02.173435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:02.173465] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:02.173491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:02.173546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:02.235046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:02.235944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:02.236028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:02.236061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:02.359363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:02.359505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:02.359545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:02.359590] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:02.362871] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-12T20:26:02.363141] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-12T20:26:02.363261] [INFO ] [sig       ] KVYO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:02.515768] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KVYO.txt
[2025-12-12T20:26:02.515928] [INFO ] [sig       ] [1874/3596] Completed KVYO in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:02.515969] [INFO ] [sig       ] [1875/3596] Forecasting KYN...
[2025-12-12T20:26:02.515998] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-12T20:26:02.516029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-12T20:26:02.528608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-12T20:26:02.528995] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-12T20:26:02.529849] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-12T20:26:02.529901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:02.529933] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:02.529959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:02.530014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:02.588263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:02.589161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:02.589239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:02.589272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:02.715361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:02.715515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:02.715556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:02.715604] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:02.719186] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-12T20:26:02.719476] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-12T20:26:02.719637] [INFO ] [sig       ] KYN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:02.865240] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KYN.txt
[2025-12-12T20:26:02.865388] [INFO ] [sig       ] [1875/3596] Completed KYN in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:02.865426] [INFO ] [sig       ] [1876/3596] Forecasting KYTX...
[2025-12-12T20:26:02.865454] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-12T20:26:02.865485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-12T20:26:02.878167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-12T20:26:02.878486] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-12T20:26:02.879283] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-12T20:26:02.879336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:02.879380] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:02.879408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:02.879463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:02.939163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:02.940077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:02.940159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:02.940193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:03.059104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:03.059445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:03.059483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:03.059541] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:03.063429] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-12T20:26:03.063723] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-12T20:26:03.063844] [INFO ] [sig       ] KYTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:03.204643] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/KYTX.txt
[2025-12-12T20:26:03.204783] [INFO ] [sig       ] [1876/3596] Completed KYTX in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:03.204821] [INFO ] [sig       ] [1877/3596] Forecasting KZIA...
[2025-12-12T20:26:03.204850] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-12T20:26:03.204881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-12T20:26:03.216906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-12T20:26:03.217225] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-12T20:26:03.217992] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-12T20:26:03.218044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:03.218075] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:03.218101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:03.218156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:03.276536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:03.277292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:03.277369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:03.277401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:03.393918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:03.394075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:03.394114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:03.394143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:03.397460] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-12T20:26:03.397752] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-12T20:26:03.397871] [INFO ] [sig       ] KZIA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:03.544159] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/KZIA.txt
[2025-12-12T20:26:03.544294] [INFO ] [sig       ] [1877/3596] Completed KZIA in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:03.544332] [INFO ] [sig       ] [1878/3596] Forecasting L...
[2025-12-12T20:26:03.544361] [INFO ] [sig       ] Generating forecast for: L
[2025-12-12T20:26:03.544390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-12T20:26:03.558708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-12T20:26:03.559329] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-12T20:26:03.560635] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-12T20:26:03.560693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:03.560727] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:03.560754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:03.560835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:03.623692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:03.624804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:03.624904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:03.624937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:03.750664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:03.750906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:03.750950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:03.750980] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:03.755196] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-12T20:26:03.755542] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-12T20:26:03.755700] [INFO ] [sig       ] L: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:03.903415] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/L.txt
[2025-12-12T20:26:03.903671] [INFO ] [sig       ] [1878/3596] Completed L in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:03.903719] [INFO ] [sig       ] [1879/3596] Forecasting LAB...
[2025-12-12T20:26:03.903751] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-12T20:26:03.903804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-12T20:26:03.918882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-12T20:26:03.919675] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-12T20:26:03.920759] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-12T20:26:03.920817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:03.920852] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:03.920881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:03.920942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:03.982793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:03.983975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:03.984080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:03.984113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:04.119653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:04.119930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:04.119981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:04.120012] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:04.124063] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-12T20:26:04.124395] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-12T20:26:04.124537] [INFO ] [sig       ] LAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:04.273085] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LAB.txt
[2025-12-12T20:26:04.273306] [INFO ] [sig       ] [1879/3596] Completed LAB in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:04.273423] [INFO ] [sig       ] [1880/3596] Forecasting LAC...
[2025-12-12T20:26:04.273463] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-12T20:26:04.273497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-12T20:26:04.286676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-12T20:26:04.287182] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-12T20:26:04.288114] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-12T20:26:04.288168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:04.288201] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:04.288227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:04.288285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:04.348053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:04.349086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:04.349201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:04.349237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:04.478509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:04.478757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:04.478802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:04.478835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:04.482745] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=56.10%)
[2025-12-12T20:26:04.483078] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-12T20:26:04.483217] [INFO ] [sig       ] LAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:04.639512] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LAC.txt
[2025-12-12T20:26:04.639777] [INFO ] [sig       ] [1880/3596] Completed LAC in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.1m
[2025-12-12T20:26:04.639824] [INFO ] [sig       ] [1881/3596] Forecasting LAD...
[2025-12-12T20:26:04.639857] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-12T20:26:04.639891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-12T20:26:04.653399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-12T20:26:04.653890] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-12T20:26:04.654826] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-12T20:26:04.654879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:04.654918] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:04.654947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:04.655007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:04.720510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:04.721998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:04.722118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:04.722160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:04.854328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:04.854556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:04.854619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:04.854649] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:04.858503] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-12T20:26:04.858832] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-12T20:26:04.858968] [INFO ] [sig       ] LAD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:05.014797] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LAD.txt
[2025-12-12T20:26:05.015000] [INFO ] [sig       ] [1881/3596] Completed LAD in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-12T20:26:05.015047] [INFO ] [sig       ] [1882/3596] Forecasting LAES...
[2025-12-12T20:26:05.015080] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-12T20:26:05.015113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-12T20:26:05.029524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-12T20:26:05.030140] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-12T20:26:05.031110] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-12T20:26:05.031168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:05.031200] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:05.031227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:05.031292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:05.093615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:05.094985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:05.095082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:05.095116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:05.219099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:05.219530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:05.219595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:05.219629] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:05.223802] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-12T20:26:05.224126] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-12T20:26:05.224277] [INFO ] [sig       ] LAES: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:05.377604] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LAES.txt
[2025-12-12T20:26:05.377799] [INFO ] [sig       ] [1882/3596] Completed LAES in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-12T20:26:05.377840] [INFO ] [sig       ] [1883/3596] Forecasting LAKE...
[2025-12-12T20:26:05.377871] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-12T20:26:05.377902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-12T20:26:05.391757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-12T20:26:05.392303] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-12T20:26:05.393232] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-12T20:26:05.393285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:05.393318] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:05.393346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:05.393405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:05.454758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:05.455905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:05.456046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:05.456080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:05.580977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:05.581216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:05.581262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:05.581318] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:05.585409] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-12T20:26:05.585782] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-12T20:26:05.585924] [INFO ] [sig       ] LAKE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:05.739116] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LAKE.txt
[2025-12-12T20:26:05.739556] [INFO ] [sig       ] [1883/3596] Completed LAKE in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-12T20:26:05.739619] [INFO ] [sig       ] [1884/3596] Forecasting LAND...
[2025-12-12T20:26:05.739654] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-12T20:26:05.739688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-12T20:26:05.754817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-12T20:26:05.755340] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-12T20:26:05.756536] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-12T20:26:05.756621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:05.756669] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:05.756699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:05.756756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:05.818733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:05.820018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:05.820142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:05.820174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:05.952650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:05.952882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:05.952929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:05.952959] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:05.957641] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-12T20:26:05.957967] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-12T20:26:05.958099] [INFO ] [sig       ] LAND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:06.110892] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LAND.txt
[2025-12-12T20:26:06.111123] [INFO ] [sig       ] [1884/3596] Completed LAND in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-12T20:26:06.111167] [INFO ] [sig       ] [1885/3596] Forecasting LANDO...
[2025-12-12T20:26:06.111200] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-12T20:26:06.111236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-12T20:26:06.126524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-12T20:26:06.127123] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-12T20:26:06.128648] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-12T20:26:06.128710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:06.128744] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:06.128771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:06.128830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:06.191870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:06.193025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:06.193149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:06.193184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:06.309924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:06.310096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:06.310138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:06.310166] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:06.313714] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=60.67%)
[2025-12-12T20:26:06.314032] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-12T20:26:06.314199] [INFO ] [sig       ] LANDO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:06.461595] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LANDO.txt
[2025-12-12T20:26:06.461762] [INFO ] [sig       ] [1885/3596] Completed LANDO in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-12T20:26:06.461801] [INFO ] [sig       ] [1886/3596] Forecasting LANDP...
[2025-12-12T20:26:06.461831] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-12T20:26:06.461863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-12T20:26:06.474796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-12T20:26:06.475215] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-12T20:26:06.476027] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-12T20:26:06.476090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:06.476129] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:06.476162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:06.476229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:06.535082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:06.535932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:06.536013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:06.536046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:06.651485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:06.651650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:06.651690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:06.651719] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:06.655360] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-12T20:26:06.655650] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-12T20:26:06.655767] [INFO ] [sig       ] LANDP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:06.797861] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LANDP.txt
[2025-12-12T20:26:06.798013] [INFO ] [sig       ] [1886/3596] Completed LANDP in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:06.798052] [INFO ] [sig       ] [1887/3596] Forecasting LASE...
[2025-12-12T20:26:06.798082] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-12T20:26:06.798112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-12T20:26:06.809756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-12T20:26:06.810142] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-12T20:26:06.810935] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-12T20:26:06.810987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:06.811057] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:06.811087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:06.811144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:06.873125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:06.874085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:06.874181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:06.874214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:06.993714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:06.993873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:06.993912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:06.993939] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:06.997503] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-12T20:26:06.997839] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-12T20:26:06.997991] [INFO ] [sig       ] LASE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:07.147738] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LASE.txt
[2025-12-12T20:26:07.147884] [INFO ] [sig       ] [1887/3596] Completed LASE in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:07.147922] [INFO ] [sig       ] [1888/3596] Forecasting LAZ...
[2025-12-12T20:26:07.147951] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-12T20:26:07.147984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-12T20:26:07.160247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-12T20:26:07.160730] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-12T20:26:07.161485] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-12T20:26:07.161535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:07.161566] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:07.161611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:07.161671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:07.221099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:07.222117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:07.222200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:07.222232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:07.349973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:07.350134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:07.350178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:07.350206] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:07.353825] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-12-12T20:26:07.354128] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-12T20:26:07.354263] [INFO ] [sig       ] LAZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:07.509795] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LAZ.txt
[2025-12-12T20:26:07.509979] [INFO ] [sig       ] [1888/3596] Completed LAZ in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:07.510021] [INFO ] [sig       ] [1889/3596] Forecasting LBRDA...
[2025-12-12T20:26:07.510053] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-12T20:26:07.510084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-12T20:26:07.522214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-12T20:26:07.522534] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-12T20:26:07.523344] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-12T20:26:07.523396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:07.523426] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:07.523451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:07.523506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:07.582250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:07.582919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:07.582997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:07.583030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:07.707056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:07.707209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:07.707248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:07.707275] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:07.711004] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2025-12-12T20:26:07.711319] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-12T20:26:07.711448] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:07.860412] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LBRDA.txt
[2025-12-12T20:26:07.860595] [INFO ] [sig       ] [1889/3596] Completed LBRDA in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:07.860639] [INFO ] [sig       ] [1890/3596] Forecasting LBRDK...
[2025-12-12T20:26:07.860670] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-12T20:26:07.860702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-12T20:26:07.875292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-12T20:26:07.875828] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-12T20:26:07.876655] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-12T20:26:07.876729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:07.876760] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:07.876786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:07.876842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:07.933689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:07.934359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:07.934436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:07.934467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:08.056237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:08.056404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:08.056445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:08.056474] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:08.059967] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-12T20:26:08.060246] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-12T20:26:08.060371] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:08.197404] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LBRDK.txt
[2025-12-12T20:26:08.197554] [INFO ] [sig       ] [1890/3596] Completed LBRDK in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:08.197609] [INFO ] [sig       ] [1891/3596] Forecasting LBTYA...
[2025-12-12T20:26:08.197654] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-12T20:26:08.197686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-12T20:26:08.209513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-12T20:26:08.209888] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-12T20:26:08.210663] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-12T20:26:08.210712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:08.210744] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:08.210770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:08.210825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:08.267967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:08.268677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:08.268753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:08.268785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:08.387114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:08.387270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:08.387310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:08.387338] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:08.390971] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-12T20:26:08.391270] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-12T20:26:08.391395] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:08.532521] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LBTYA.txt
[2025-12-12T20:26:08.532682] [INFO ] [sig       ] [1891/3596] Completed LBTYA in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:08.532721] [INFO ] [sig       ] [1892/3596] Forecasting LBTYK...
[2025-12-12T20:26:08.532750] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-12T20:26:08.532780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-12T20:26:08.545870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-12T20:26:08.546186] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-12T20:26:08.546975] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-12T20:26:08.547027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:08.547057] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:08.547082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:08.547137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:08.605879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:08.606537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:08.606631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:08.606665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:08.727523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:08.727690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:08.727729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:08.727757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:08.731084] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-12T20:26:08.731381] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-12T20:26:08.731517] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:08.878900] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LBTYK.txt
[2025-12-12T20:26:08.879067] [INFO ] [sig       ] [1892/3596] Completed LBTYK in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:08.879107] [INFO ] [sig       ] [1893/3596] Forecasting LC...
[2025-12-12T20:26:08.879139] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-12T20:26:08.879172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-12T20:26:08.894796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-12T20:26:08.895215] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-12T20:26:08.896063] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-12T20:26:08.896116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:08.896147] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:08.896176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:08.896235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:08.955478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:08.956563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:08.956661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:08.956693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:09.076296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:09.076450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:09.076520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:09.076549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:09.079897] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-12T20:26:09.080177] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-12T20:26:09.080307] [INFO ] [sig       ] LC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:09.237398] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LC.txt
[2025-12-12T20:26:09.237554] [INFO ] [sig       ] [1893/3596] Completed LC in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:09.237612] [INFO ] [sig       ] [1894/3596] Forecasting LCFY...
[2025-12-12T20:26:09.237644] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-12T20:26:09.237674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-12T20:26:09.252051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-12T20:26:09.252415] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-12T20:26:09.253184] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-12T20:26:09.253235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:09.253265] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:09.253291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:09.253345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:09.312186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:09.313024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:09.313102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:09.313134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:09.427491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:09.427661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:09.427701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:09.427749] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:09.431636] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-12T20:26:09.431902] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-12T20:26:09.432018] [INFO ] [sig       ] LCFY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:09.588919] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LCFY.txt
[2025-12-12T20:26:09.589083] [INFO ] [sig       ] [1894/3596] Completed LCFY in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:09.589123] [INFO ] [sig       ] [1895/3596] Forecasting LCID...
[2025-12-12T20:26:09.589152] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-12T20:26:09.589183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-12T20:26:09.604853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-12T20:26:09.605335] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-12T20:26:09.606432] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-12T20:26:09.606497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:09.606538] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:09.606593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:09.606688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:09.678249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:09.679310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:09.679407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:09.679444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:09.803361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:09.803513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:09.803553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:09.803600] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:09.806963] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-12T20:26:09.807230] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-12T20:26:09.807348] [INFO ] [sig       ] LCID: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:09.945944] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LCID.txt
[2025-12-12T20:26:09.946086] [INFO ] [sig       ] [1895/3596] Completed LCID in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:09.946123] [INFO ] [sig       ] [1896/3596] Forecasting LCII...
[2025-12-12T20:26:09.946153] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-12T20:26:09.946183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-12T20:26:09.957790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-12T20:26:09.958145] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-12T20:26:09.958928] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-12T20:26:09.958980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:09.959010] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:09.959036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:09.959091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:10.021050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:10.022026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:10.022142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:10.022181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:10.145038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:10.145194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:10.145240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:10.145269] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:10.148765] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-12T20:26:10.149049] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-12T20:26:10.149179] [INFO ] [sig       ] LCII: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:10.303770] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LCII.txt
[2025-12-12T20:26:10.303919] [INFO ] [sig       ] [1896/3596] Completed LCII in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:10.303958] [INFO ] [sig       ] [1897/3596] Forecasting LCNB...
[2025-12-12T20:26:10.304015] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-12T20:26:10.304047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-12T20:26:10.318698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-12T20:26:10.319049] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-12T20:26:10.319851] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-12T20:26:10.319902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:10.319933] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:10.319958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:10.320013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:10.379018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:10.379994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:10.380073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:10.380105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:10.497039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:10.497196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:10.497236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:10.497265] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:10.500674] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-12T20:26:10.500946] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-12T20:26:10.501065] [INFO ] [sig       ] LCNB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:10.642700] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LCNB.txt
[2025-12-12T20:26:10.642848] [INFO ] [sig       ] [1897/3596] Completed LCNB in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 10.0m
[2025-12-12T20:26:10.642886] [INFO ] [sig       ] [1898/3596] Forecasting LDI...
[2025-12-12T20:26:10.642916] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-12T20:26:10.642947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-12T20:26:10.654636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-12T20:26:10.654962] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-12T20:26:10.655763] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-12T20:26:10.655814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:10.655845] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:10.655883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:10.655940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:10.716976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:10.717956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:10.718038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:10.718071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:10.844251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:10.844404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:10.844444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:10.844473] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:10.848165] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-12T20:26:10.848480] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-12T20:26:10.848628] [INFO ] [sig       ] LDI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:10.997297] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LDI.txt
[2025-12-12T20:26:10.997476] [INFO ] [sig       ] [1898/3596] Completed LDI in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-12T20:26:10.997536] [INFO ] [sig       ] [1899/3596] Forecasting LDOS...
[2025-12-12T20:26:10.997592] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-12T20:26:10.997627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-12T20:26:11.009897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-12T20:26:11.010237] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-12T20:26:11.011021] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-12T20:26:11.011072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:11.011101] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:11.011127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:11.011183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:11.071719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:11.072561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:11.072661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:11.072694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:11.196877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:11.197029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:11.197070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:11.197098] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:11.200808] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-12-12T20:26:11.201113] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-12T20:26:11.201240] [INFO ] [sig       ] LDOS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:11.349050] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LDOS.txt
[2025-12-12T20:26:11.349221] [INFO ] [sig       ] [1899/3596] Completed LDOS in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-12T20:26:11.349261] [INFO ] [sig       ] [1900/3596] Forecasting LDP...
[2025-12-12T20:26:11.349290] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-12T20:26:11.349321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-12T20:26:11.361687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-12T20:26:11.362105] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-12T20:26:11.362990] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-12T20:26:11.363048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:11.363089] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:11.363128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:11.363246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:11.423756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:11.424681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:11.424765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:11.424798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:11.556036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:11.556198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:11.556246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:11.556276] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:11.559846] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-12T20:26:11.560191] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-12T20:26:11.560323] [INFO ] [sig       ] LDP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:11.709331] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LDP.txt
[2025-12-12T20:26:11.709511] [INFO ] [sig       ] [1900/3596] Completed LDP in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-12T20:26:11.709567] [INFO ] [sig       ] [1901/3596] Forecasting LDSF...
[2025-12-12T20:26:11.709623] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-12T20:26:11.709656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-12T20:26:11.722707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-12T20:26:11.723063] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-12T20:26:11.723890] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-12T20:26:11.723942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:11.723972] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:11.723998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:11.724054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:11.785744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:11.786596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:11.786677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:11.786715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:11.902432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:11.902601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:11.902642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:11.902673] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:11.906286] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-12T20:26:11.906563] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-12T20:26:11.906701] [INFO ] [sig       ] LDSF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:12.052911] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LDSF.txt
[2025-12-12T20:26:12.053060] [INFO ] [sig       ] [1901/3596] Completed LDSF in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-12T20:26:12.053098] [INFO ] [sig       ] [1902/3596] Forecasting LE...
[2025-12-12T20:26:12.053128] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-12T20:26:12.053165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-12T20:26:12.065851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-12T20:26:12.066229] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-12T20:26:12.067224] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-12T20:26:12.067287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:12.067324] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:12.067355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:12.067414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:12.126203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:12.127269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:12.127541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:12.127591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:12.254870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:12.255043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:12.255091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:12.255121] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:12.258689] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-12T20:26:12.258970] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-12T20:26:12.259089] [INFO ] [sig       ] LE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:12.397204] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LE.txt
[2025-12-12T20:26:12.397352] [INFO ] [sig       ] [1902/3596] Completed LE in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-12T20:26:12.397390] [INFO ] [sig       ] [1903/3596] Forecasting LEA...
[2025-12-12T20:26:12.397419] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-12T20:26:12.397637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-12T20:26:12.409083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-12T20:26:12.409404] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-12T20:26:12.410204] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-12T20:26:12.410266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:12.410302] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:12.410333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:12.410400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:12.469627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:12.470361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:12.470449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:12.470481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:12.592069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:12.592224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:12.592264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:12.592292] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:12.595939] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-12-12T20:26:12.596247] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-12T20:26:12.596372] [INFO ] [sig       ] LEA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:12.739371] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LEA.txt
[2025-12-12T20:26:12.739533] [INFO ] [sig       ] [1903/3596] Completed LEA in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-12T20:26:12.739589] [INFO ] [sig       ] [1904/3596] Forecasting LECO...
[2025-12-12T20:26:12.739842] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-12T20:26:12.739880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-12T20:26:12.755606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-12T20:26:12.756007] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-12T20:26:12.756875] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-12T20:26:12.756928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:12.756959] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:12.756986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:12.757048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:12.816973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:12.817862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:12.817943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:12.817975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:12.938296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:12.938458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:12.938497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:12.938524] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:12.942084] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2025-12-12T20:26:12.942367] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-12T20:26:12.942494] [INFO ] [sig       ] LECO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:13.084137] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LECO.txt
[2025-12-12T20:26:13.084276] [INFO ] [sig       ] [1904/3596] Completed LECO in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:13.084315] [INFO ] [sig       ] [1905/3596] Forecasting LEG...
[2025-12-12T20:26:13.084345] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-12T20:26:13.084375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-12T20:26:13.096702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-12T20:26:13.096986] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-12T20:26:13.097749] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-12T20:26:13.097800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:13.097830] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:13.097860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:13.097923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:13.156979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:13.157845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:13.157921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:13.157952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:13.277089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:13.277238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:13.277276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:13.277303] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:13.280946] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-12T20:26:13.281217] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-12T20:26:13.281343] [INFO ] [sig       ] LEG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:13.420318] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LEG.txt
[2025-12-12T20:26:13.420477] [INFO ] [sig       ] [1905/3596] Completed LEG in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:13.420515] [INFO ] [sig       ] [1906/3596] Forecasting LEGH...
[2025-12-12T20:26:13.420544] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-12T20:26:13.420591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-12T20:26:13.434876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-12T20:26:13.435322] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-12T20:26:13.436312] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-12T20:26:13.436365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:13.436395] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:13.436421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:13.436474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:13.497731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:13.498688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:13.498779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:13.498811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:13.618165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:13.618341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:13.618389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:13.618423] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:13.621997] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-12T20:26:13.622282] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-12T20:26:13.622406] [INFO ] [sig       ] LEGH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:13.764662] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LEGH.txt
[2025-12-12T20:26:13.764835] [INFO ] [sig       ] [1906/3596] Completed LEGH in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:13.764873] [INFO ] [sig       ] [1907/3596] Forecasting LEGN...
[2025-12-12T20:26:13.764904] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-12T20:26:13.764934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-12T20:26:13.777864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-12T20:26:13.778315] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-12T20:26:13.779150] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-12T20:26:13.779203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:13.779235] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:13.779260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:13.779316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:13.838375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:13.839275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:13.839356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:13.839389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:13.962059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:13.962235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:13.962276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:13.962307] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:13.966265] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-12T20:26:13.966768] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-12T20:26:13.966898] [INFO ] [sig       ] LEGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:14.116902] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LEGN.txt
[2025-12-12T20:26:14.117063] [INFO ] [sig       ] [1907/3596] Completed LEGN in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:14.117102] [INFO ] [sig       ] [1908/3596] Forecasting LEN...
[2025-12-12T20:26:14.117132] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-12T20:26:14.117162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-12T20:26:14.130628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-12T20:26:14.130986] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-12T20:26:14.131799] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-12T20:26:14.131850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:14.131881] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:14.131907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:14.131961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:14.191445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:14.192317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:14.192406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:14.192439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:14.320388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:14.320550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:14.320611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:14.320641] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:14.324180] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-12T20:26:14.324456] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-12T20:26:14.324598] [INFO ] [sig       ] LEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:14.474711] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LEN.txt
[2025-12-12T20:26:14.474878] [INFO ] [sig       ] [1908/3596] Completed LEN in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:14.474918] [INFO ] [sig       ] [1909/3596] Forecasting LENZ...
[2025-12-12T20:26:14.474946] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-12T20:26:14.474976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-12T20:26:14.487537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-12T20:26:14.487943] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-12T20:26:14.488780] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-12T20:26:14.488832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:14.488863] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:14.488889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:14.488944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:14.552449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:14.553321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:14.553403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:14.553436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:14.676317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:14.676479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:14.676520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:14.676549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:14.680196] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-12T20:26:14.680509] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-12T20:26:14.680650] [INFO ] [sig       ] LENZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:14.829053] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LENZ.txt
[2025-12-12T20:26:14.829197] [INFO ] [sig       ] [1909/3596] Completed LENZ in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:14.829236] [INFO ] [sig       ] [1910/3596] Forecasting LEO...
[2025-12-12T20:26:14.829265] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-12T20:26:14.829301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-12T20:26:14.843165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-12T20:26:14.843438] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-12T20:26:14.844237] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-12T20:26:14.844289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:14.844319] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:14.844345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:14.844401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:14.904652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:14.905372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:14.905448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:14.905480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:15.027729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:15.027886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:15.027924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:15.027952] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:15.031318] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2025-12-12T20:26:15.031817] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-12T20:26:15.031938] [INFO ] [sig       ] LEO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:15.175173] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LEO.txt
[2025-12-12T20:26:15.175317] [INFO ] [sig       ] [1910/3596] Completed LEO in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:15.175363] [INFO ] [sig       ] [1911/3596] Forecasting LESL...
[2025-12-12T20:26:15.175399] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-12T20:26:15.175437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-12T20:26:15.189985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-12T20:26:15.190485] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-12T20:26:15.191808] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-12T20:26:15.191875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:15.191908] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:15.191934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:15.191989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:15.251993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:15.252952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:15.253040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:15.253072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:15.382345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:15.382488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:15.382529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:15.382556] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:15.385927] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-12T20:26:15.386204] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-12T20:26:15.386325] [INFO ] [sig       ] LESL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:15.529436] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LESL.txt
[2025-12-12T20:26:15.529817] [INFO ] [sig       ] [1911/3596] Completed LESL in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:15.529859] [INFO ] [sig       ] [1912/3596] Forecasting LEVI...
[2025-12-12T20:26:15.529887] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-12T20:26:15.529918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-12T20:26:15.542902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-12T20:26:15.543224] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-12T20:26:15.544006] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-12T20:26:15.544057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:15.544087] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:15.544112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:15.544165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:15.604066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:15.604781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:15.604858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:15.604889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:15.730559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:15.730728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:15.730766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:15.730795] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:15.734441] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-12-12T20:26:15.734919] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-12T20:26:15.735041] [INFO ] [sig       ] LEVI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:15.883234] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LEVI.txt
[2025-12-12T20:26:15.883379] [INFO ] [sig       ] [1912/3596] Completed LEVI in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:15.883417] [INFO ] [sig       ] [1913/3596] Forecasting LFMD...
[2025-12-12T20:26:15.883446] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-12T20:26:15.883481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-12T20:26:15.896742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-12T20:26:15.897006] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-12T20:26:15.897761] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-12T20:26:15.897811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:15.897841] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:15.897866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:15.897921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:15.954750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:15.955340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:15.955424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:15.955456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:16.075970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:16.076130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:16.076168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:16.076196] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:16.079516] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-12T20:26:16.079823] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-12T20:26:16.079945] [INFO ] [sig       ] LFMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:16.220330] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LFMD.txt
[2025-12-12T20:26:16.220467] [INFO ] [sig       ] [1913/3596] Completed LFMD in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:16.220747] [INFO ] [sig       ] [1914/3596] Forecasting LFUS...
[2025-12-12T20:26:16.220776] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-12T20:26:16.220805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-12T20:26:16.232448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-12T20:26:16.232726] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-12T20:26:16.233475] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-12T20:26:16.233524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:16.233555] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:16.233602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:16.233658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:16.291916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:16.292553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:16.292647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:16.292679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:16.416041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:16.416159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:16.416197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:16.416227] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:16.419408] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-12-12T20:26:16.419687] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-12T20:26:16.419830] [INFO ] [sig       ] LFUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:16.572018] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LFUS.txt
[2025-12-12T20:26:16.572161] [INFO ] [sig       ] [1914/3596] Completed LFUS in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.9m
[2025-12-12T20:26:16.572216] [INFO ] [sig       ] [1915/3596] Forecasting LFVN...
[2025-12-12T20:26:16.572265] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-12T20:26:16.572310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-12T20:26:16.585430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-12T20:26:16.585945] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-12T20:26:16.586881] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-12T20:26:16.586932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:16.586963] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:16.586990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:16.587045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:16.653960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:16.654885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:16.654969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:16.655000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:16.782622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:16.782792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:16.782833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:16.782861] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:16.787591] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-12T20:26:16.788022] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-12T20:26:16.788190] [INFO ] [sig       ] LFVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:16.941102] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LFVN.txt
[2025-12-12T20:26:16.941258] [INFO ] [sig       ] [1915/3596] Completed LFVN in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-12T20:26:16.941302] [INFO ] [sig       ] [1916/3596] Forecasting LGCL...
[2025-12-12T20:26:16.941340] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-12T20:26:16.941378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-12T20:26:16.954176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-12T20:26:16.954440] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-12T20:26:16.955205] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-12T20:26:16.955256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:16.955286] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:16.955313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:16.955377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:17.015987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:17.016645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:17.016722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:17.016755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:17.134721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:17.134882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:17.134921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:17.134949] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:17.138593] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=35.80%)
[2025-12-12T20:26:17.139061] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-12T20:26:17.139183] [INFO ] [sig       ] LGCL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:17.295063] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LGCL.txt
[2025-12-12T20:26:17.295215] [INFO ] [sig       ] [1916/3596] Completed LGCL in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-12T20:26:17.295255] [INFO ] [sig       ] [1917/3596] Forecasting LGI...
[2025-12-12T20:26:17.295286] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-12T20:26:17.295318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-12T20:26:17.308385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-12T20:26:17.308735] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-12T20:26:17.309706] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-12T20:26:17.309787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:17.309818] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:17.309869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:17.309925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:17.369815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:17.370522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:17.370622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:17.370657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:17.500008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:17.500197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:17.500240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:17.500269] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:17.503959] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=53.61%)
[2025-12-12T20:26:17.504273] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-12T20:26:17.504417] [INFO ] [sig       ] LGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:17.660379] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LGI.txt
[2025-12-12T20:26:17.660521] [INFO ] [sig       ] [1917/3596] Completed LGI in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-12T20:26:17.660585] [INFO ] [sig       ] [1918/3596] Forecasting LGIH...
[2025-12-12T20:26:17.660618] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-12T20:26:17.660654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-12T20:26:17.672675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-12T20:26:17.672956] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-12T20:26:17.673719] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-12T20:26:17.673769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:17.673800] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:17.673825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:17.673880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:17.732389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:17.733123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:17.733198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:17.733229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:17.851728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:17.851889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:17.851945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:17.851974] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:17.855213] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-12T20:26:17.855482] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-12T20:26:17.855616] [INFO ] [sig       ] LGIH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:17.996643] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LGIH.txt
[2025-12-12T20:26:17.996789] [INFO ] [sig       ] [1918/3596] Completed LGIH in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-12T20:26:17.996828] [INFO ] [sig       ] [1919/3596] Forecasting LGND...
[2025-12-12T20:26:17.996858] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-12T20:26:17.996887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-12T20:26:18.008336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-12T20:26:18.008807] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-12T20:26:18.009785] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-12T20:26:18.009836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:18.009867] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:18.009894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:18.009948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:18.069263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:18.070121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:18.070200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:18.070232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:18.190915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:18.191071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:18.191111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:18.191138] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:18.194506] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-12-12T20:26:18.194795] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-12T20:26:18.194914] [INFO ] [sig       ] LGND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:18.335369] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LGND.txt
[2025-12-12T20:26:18.335509] [INFO ] [sig       ] [1919/3596] Completed LGND in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-12T20:26:18.335547] [INFO ] [sig       ] [1920/3596] Forecasting LH...
[2025-12-12T20:26:18.335593] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-12T20:26:18.335626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-12T20:26:18.347021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-12T20:26:18.347291] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-12T20:26:18.348278] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-12T20:26:18.348330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:18.348360] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:18.348385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:18.348443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:18.408027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:18.408646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:18.408728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:18.408761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:18.536895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:18.537053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:18.537095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:18.537123] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:18.541385] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2025-12-12T20:26:18.541978] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-12T20:26:18.542130] [INFO ] [sig       ] LH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:18.693206] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LH.txt
[2025-12-12T20:26:18.693381] [INFO ] [sig       ] [1920/3596] Completed LH in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-12T20:26:18.693430] [INFO ] [sig       ] [1921/3596] Forecasting LHX...
[2025-12-12T20:26:18.693467] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-12T20:26:18.693508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-12T20:26:18.707002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-12T20:26:18.707397] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-12T20:26:18.708399] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-12T20:26:18.708462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:18.708499] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:18.708531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:18.708613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:18.768005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:18.769122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:18.769201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:18.769234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:18.896075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:18.896235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:18.896276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:18.896302] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:18.900017] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=42.83%)
[2025-12-12T20:26:18.900300] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-12T20:26:18.900437] [INFO ] [sig       ] LHX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:19.040736] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LHX.txt
[2025-12-12T20:26:19.040894] [INFO ] [sig       ] [1921/3596] Completed LHX in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:19.040933] [INFO ] [sig       ] [1922/3596] Forecasting LI...
[2025-12-12T20:26:19.040961] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-12T20:26:19.040991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-12T20:26:19.052904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-12T20:26:19.053314] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-12T20:26:19.054212] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-12T20:26:19.054266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:19.054313] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:19.054341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:19.054408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:19.118784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:19.119863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:19.119970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:19.120013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:19.251742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:19.251910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:19.251951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:19.251981] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:19.255351] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-12T20:26:19.255691] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-12T20:26:19.255839] [INFO ] [sig       ] LI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:19.405034] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LI.txt
[2025-12-12T20:26:19.405211] [INFO ] [sig       ] [1922/3596] Completed LI in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:19.405258] [INFO ] [sig       ] [1923/3596] Forecasting LICN...
[2025-12-12T20:26:19.405291] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-12T20:26:19.405324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-12T20:26:19.419121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-12T20:26:19.419512] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-12T20:26:19.420331] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-12T20:26:19.420388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:19.420427] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:19.420459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:19.420528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:19.480351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:19.481245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:19.481328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:19.481362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:19.606878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:19.607043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:19.607085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:19.607115] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:19.610664] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=70.56%)
[2025-12-12T20:26:19.611000] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-12T20:26:19.611141] [INFO ] [sig       ] LICN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:19.757150] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LICN.txt
[2025-12-12T20:26:19.757306] [INFO ] [sig       ] [1923/3596] Completed LICN in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:19.757347] [INFO ] [sig       ] [1924/3596] Forecasting LIF...
[2025-12-12T20:26:19.757377] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-12T20:26:19.757408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-12T20:26:19.769965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-12T20:26:19.770387] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-12T20:26:19.771210] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-12T20:26:19.771262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:19.771293] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:19.771319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:19.771379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:19.831064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:19.832054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:19.832149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:19.832184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:19.962295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:19.962453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:19.962493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:19.962520] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:19.965996] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-12T20:26:19.966281] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-12T20:26:19.966408] [INFO ] [sig       ] LIF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:20.111999] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LIF.txt
[2025-12-12T20:26:20.112162] [INFO ] [sig       ] [1924/3596] Completed LIF in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:20.112200] [INFO ] [sig       ] [1925/3596] Forecasting LII...
[2025-12-12T20:26:20.112229] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-12T20:26:20.112260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-12T20:26:20.127673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-12T20:26:20.128254] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-12T20:26:20.129078] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-12T20:26:20.129130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:20.129161] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:20.129187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:20.129242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:20.191110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:20.192028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:20.192133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:20.192166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:20.313988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:20.314141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:20.314179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:20.314207] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:20.317644] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-12T20:26:20.317912] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-12T20:26:20.318026] [INFO ] [sig       ] LII: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:20.462166] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LII.txt
[2025-12-12T20:26:20.462296] [INFO ] [sig       ] [1925/3596] Completed LII in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:20.462333] [INFO ] [sig       ] [1926/3596] Forecasting LILA...
[2025-12-12T20:26:20.462368] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-12T20:26:20.462403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-12T20:26:20.475007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-12T20:26:20.475266] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-12T20:26:20.476220] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-12T20:26:20.476269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:20.476299] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:20.476324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:20.476379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:20.533973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:20.534591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:20.534668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:20.534701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:20.655186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:20.655332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:20.655372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:20.655400] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:20.659265] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-12T20:26:20.659813] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-12T20:26:20.659952] [INFO ] [sig       ] LILA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:20.805633] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LILA.txt
[2025-12-12T20:26:20.805761] [INFO ] [sig       ] [1926/3596] Completed LILA in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:20.805799] [INFO ] [sig       ] [1927/3596] Forecasting LILAK...
[2025-12-12T20:26:20.805828] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-12T20:26:20.805858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-12T20:26:20.818993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-12T20:26:20.819260] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-12T20:26:20.820079] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-12T20:26:20.820130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:20.820160] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:20.820186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:20.820241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:20.878397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:20.879044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:20.879121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:20.879153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:21.007063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:21.007234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:21.007283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:21.007312] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:21.010796] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-12T20:26:21.011072] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-12T20:26:21.011189] [INFO ] [sig       ] LILAK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:21.151985] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LILAK.txt
[2025-12-12T20:26:21.152124] [INFO ] [sig       ] [1927/3596] Completed LILAK in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:21.152163] [INFO ] [sig       ] [1928/3596] Forecasting LIN...
[2025-12-12T20:26:21.152192] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-12T20:26:21.152222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-12T20:26:21.165505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-12T20:26:21.166126] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-12T20:26:21.166972] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-12T20:26:21.167026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:21.167060] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:21.167088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:21.167145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:21.228244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:21.229129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:21.229210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:21.229243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:21.351522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:21.351704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:21.351745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:21.351774] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:21.355236] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2025-12-12T20:26:21.355563] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-12T20:26:21.355910] [INFO ] [sig       ] LIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:21.508454] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LIN.txt
[2025-12-12T20:26:21.508654] [INFO ] [sig       ] [1928/3596] Completed LIN in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:21.508694] [INFO ] [sig       ] [1929/3596] Forecasting LINC...
[2025-12-12T20:26:21.508723] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-12T20:26:21.508754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-12T20:26:21.522109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-12T20:26:21.522471] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-12T20:26:21.523538] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-12T20:26:21.523621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:21.523654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:21.523680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:21.523735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:21.582565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:21.583422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:21.583502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:21.583534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:21.705148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:21.705305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:21.705345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:21.705390] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:21.708897] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2025-12-12T20:26:21.709198] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-12T20:26:21.709330] [INFO ] [sig       ] LINC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:21.853925] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LINC.txt
[2025-12-12T20:26:21.854074] [INFO ] [sig       ] [1929/3596] Completed LINC in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:21.854113] [INFO ] [sig       ] [1930/3596] Forecasting LIND...
[2025-12-12T20:26:21.854142] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-12T20:26:21.854172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-12T20:26:21.866513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-12T20:26:21.866981] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-12T20:26:21.867776] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-12T20:26:21.867825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:21.867856] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:21.867881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:21.867937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:21.926049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:21.926829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:21.926907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:21.926938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:22.050142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:22.050314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:22.050358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:22.050387] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:22.053984] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-12T20:26:22.054248] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-12T20:26:22.054377] [INFO ] [sig       ] LIND: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:22.197839] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LIND.txt
[2025-12-12T20:26:22.197996] [INFO ] [sig       ] [1930/3596] Completed LIND in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:22.198062] [INFO ] [sig       ] [1931/3596] Forecasting LINE...
[2025-12-12T20:26:22.198093] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-12T20:26:22.198123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-12T20:26:22.210429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-12T20:26:22.210817] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-12T20:26:22.211593] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-12T20:26:22.211645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:22.211676] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:22.211702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:22.211756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:22.270598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:22.271430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:22.271509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:22.271559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:22.395412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:22.395591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:22.395633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:22.395661] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:22.399153] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-12T20:26:22.399415] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-12T20:26:22.399532] [INFO ] [sig       ] LINE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:22.542063] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LINE.txt
[2025-12-12T20:26:22.542216] [INFO ] [sig       ] [1931/3596] Completed LINE in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 9.8m
[2025-12-12T20:26:22.542254] [INFO ] [sig       ] [1932/3596] Forecasting LINK...
[2025-12-12T20:26:22.542283] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-12T20:26:22.542313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-12T20:26:22.554556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-12T20:26:22.554942] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-12T20:26:22.555842] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-12T20:26:22.555892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:22.555923] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:22.555949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:22.556004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:22.614428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:22.615297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:22.615376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:22.615407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:22.730457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:22.730634] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:26:22.730673] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:22.730700] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:22.734078] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=60.00%)
[2025-12-12T20:26:22.734351] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-12T20:26:22.734474] [INFO ] [sig       ] LINK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:22.873606] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LINK.txt
[2025-12-12T20:26:22.873767] [INFO ] [sig       ] [1932/3596] Completed LINK in 0.3s | 2.85 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-12T20:26:22.873806] [INFO ] [sig       ] [1933/3596] Forecasting LITE...
[2025-12-12T20:26:22.873836] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-12T20:26:22.873866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-12T20:26:22.886189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-12T20:26:22.886528] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-12T20:26:22.887313] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-12T20:26:22.887364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:22.887396] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:22.887436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:22.887494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:22.949483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:22.950422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:22.950515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:22.950547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:23.078028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:23.078186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:23.078226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:23.078254] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:23.081856] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-12T20:26:23.082138] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-12T20:26:23.082264] [INFO ] [sig       ] LITE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:23.221784] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LITE.txt
[2025-12-12T20:26:23.221925] [INFO ] [sig       ] [1933/3596] Completed LITE in 0.3s | 2.85 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-12T20:26:23.221963] [INFO ] [sig       ] [1934/3596] Forecasting LITM...
[2025-12-12T20:26:23.221992] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-12T20:26:23.222023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-12T20:26:23.234537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-12T20:26:23.234867] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-12T20:26:23.235645] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-12T20:26:23.235696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:23.235726] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:23.235777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:23.235835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:23.293891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:23.294615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:23.294692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:23.294724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:23.419336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:23.419506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:23.419552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:23.419601] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:23.423539] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-12-12T20:26:23.423835] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-12T20:26:23.423961] [INFO ] [sig       ] LITM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:23.571356] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LITM.txt
[2025-12-12T20:26:23.571511] [INFO ] [sig       ] [1934/3596] Completed LITM in 0.3s | 2.85 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-12T20:26:23.571556] [INFO ] [sig       ] [1935/3596] Forecasting LIVN...
[2025-12-12T20:26:23.571614] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-12T20:26:23.571653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-12T20:26:23.583306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-12T20:26:23.583666] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-12T20:26:23.584425] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-12T20:26:23.584476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:23.584506] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:23.584532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:23.584606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:23.644120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:23.644967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:23.645064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:23.645100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:23.776720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:23.776875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:23.776917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:23.776947] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:23.781225] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-12T20:26:23.781553] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-12T20:26:23.781745] [INFO ] [sig       ] LIVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:23.938422] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LIVN.txt
[2025-12-12T20:26:23.938615] [INFO ] [sig       ] [1935/3596] Completed LIVN in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-12T20:26:23.938669] [INFO ] [sig       ] [1936/3596] Forecasting LKFN...
[2025-12-12T20:26:23.938712] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-12T20:26:23.938750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-12T20:26:23.951972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-12T20:26:23.952300] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-12T20:26:23.953142] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-12T20:26:23.953195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:23.953227] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:23.953255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:23.953315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:24.016225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:24.017137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:24.017220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:24.017254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:24.142738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:24.142889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:24.142933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:24.142962] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:24.146795] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-12T20:26:24.147136] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-12T20:26:24.147279] [INFO ] [sig       ] LKFN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:24.300084] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LKFN.txt
[2025-12-12T20:26:24.300253] [INFO ] [sig       ] [1936/3596] Completed LKFN in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-12T20:26:24.300305] [INFO ] [sig       ] [1937/3596] Forecasting LKQ...
[2025-12-12T20:26:24.300339] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-12T20:26:24.300385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-12T20:26:24.316243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-12T20:26:24.316737] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-12T20:26:24.317900] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-12T20:26:24.317967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:24.318015] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:24.318058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:24.318143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:24.390725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:24.391661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:24.391761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:24.391819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:24.513653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:24.513803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:24.513843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:24.513871] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:24.517339] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-12T20:26:24.517638] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-12T20:26:24.517765] [INFO ] [sig       ] LKQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:24.658556] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LKQ.txt
[2025-12-12T20:26:24.658727] [INFO ] [sig       ] [1937/3596] Completed LKQ in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-12T20:26:24.658767] [INFO ] [sig       ] [1938/3596] Forecasting LLY...
[2025-12-12T20:26:24.658796] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-12T20:26:24.658826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-12T20:26:24.670863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-12T20:26:24.671215] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-12T20:26:24.672023] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-12T20:26:24.672072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:24.672103] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:24.672128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:24.672182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:24.729958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:24.730830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:24.730911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:24.730943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:24.876087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:24.876254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:24.876294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:24.876321] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:24.880013] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=52.61%)
[2025-12-12T20:26:24.880385] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-12T20:26:24.880537] [INFO ] [sig       ] LLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:25.038422] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LLY.txt
[2025-12-12T20:26:25.038610] [INFO ] [sig       ] [1938/3596] Completed LLY in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:25.038652] [INFO ] [sig       ] [1939/3596] Forecasting LLYVA...
[2025-12-12T20:26:25.038682] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-12T20:26:25.038713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-12T20:26:25.051184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-12T20:26:25.051565] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-12T20:26:25.052338] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-12T20:26:25.052388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:25.052418] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:25.052444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:25.052498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:25.112922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:25.113768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:25.113847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:25.113880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:25.237731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:25.237887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:25.237929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:25.237957] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:25.241562] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-12T20:26:25.241910] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-12T20:26:25.242042] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:25.386413] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LLYVA.txt
[2025-12-12T20:26:25.386594] [INFO ] [sig       ] [1939/3596] Completed LLYVA in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:25.386635] [INFO ] [sig       ] [1940/3596] Forecasting LLYVK...
[2025-12-12T20:26:25.386667] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-12T20:26:25.386702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-12T20:26:25.399721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-12T20:26:25.400347] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-12T20:26:25.401165] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-12T20:26:25.401215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:25.401246] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:25.401271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:25.401326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:25.461111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:25.461945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:25.462025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:25.462058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:25.589219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:25.589374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:25.589412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:25.589458] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:25.592960] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-12T20:26:25.593246] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-12T20:26:25.593370] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:25.741256] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LLYVK.txt
[2025-12-12T20:26:25.741390] [INFO ] [sig       ] [1940/3596] Completed LLYVK in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:25.741429] [INFO ] [sig       ] [1941/3596] Forecasting LMB...
[2025-12-12T20:26:25.741458] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-12T20:26:25.741488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-12T20:26:25.753963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-12T20:26:25.754209] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-12T20:26:25.755124] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-12T20:26:25.755174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:25.755206] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:25.755233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:25.755287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:25.814476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:25.815126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:25.815199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:25.815230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:25.937590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:25.937736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:25.937775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:25.937802] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:25.941468] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-12-12T20:26:25.941749] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-12T20:26:25.941876] [INFO ] [sig       ] LMB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:26.081686] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LMB.txt
[2025-12-12T20:26:26.081810] [INFO ] [sig       ] [1941/3596] Completed LMB in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:26.081847] [INFO ] [sig       ] [1942/3596] Forecasting LMBS...
[2025-12-12T20:26:26.081876] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-12T20:26:26.081905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-12T20:26:26.094079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-12T20:26:26.094391] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-12T20:26:26.095187] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-12T20:26:26.095240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:26.095272] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:26.095299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:26.095356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:26.154449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:26.155324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:26.155404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:26.155435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:26.279880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:26.280039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:26.280080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:26.280134] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:26.283669] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-12T20:26:26.284170] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-12T20:26:26.284301] [INFO ] [sig       ] LMBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:26.440716] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LMBS.txt
[2025-12-12T20:26:26.440890] [INFO ] [sig       ] [1942/3596] Completed LMBS in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:26.440930] [INFO ] [sig       ] [1943/3596] Forecasting LMND...
[2025-12-12T20:26:26.440965] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-12T20:26:26.441000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-12T20:26:26.453739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-12T20:26:26.454087] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-12T20:26:26.454879] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-12T20:26:26.454931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:26.454963] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:26.454989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:26.455045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:26.514500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:26.515374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:26.515465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:26.515500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:26.645255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:26.645434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:26.645488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:26.645524] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:26.649231] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-12T20:26:26.649543] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-12T20:26:26.649702] [INFO ] [sig       ] LMND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:26.800376] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LMND.txt
[2025-12-12T20:26:26.800534] [INFO ] [sig       ] [1943/3596] Completed LMND in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:26.800623] [INFO ] [sig       ] [1944/3596] Forecasting LNC...
[2025-12-12T20:26:26.800657] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-12T20:26:26.800688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-12T20:26:26.813481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-12T20:26:26.813862] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-12T20:26:26.814663] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-12T20:26:26.814715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:26.814746] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:26.814773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:26.814841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:26.874798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:26.875653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:26.875779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:26.875813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:27.013562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:27.013775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:27.013821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:27.013850] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:27.017785] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-12T20:26:27.018268] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-12T20:26:27.018392] [INFO ] [sig       ] LNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:27.168051] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LNC.txt
[2025-12-12T20:26:27.168217] [INFO ] [sig       ] [1944/3596] Completed LNC in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:27.168256] [INFO ] [sig       ] [1945/3596] Forecasting LND...
[2025-12-12T20:26:27.168291] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-12T20:26:27.168325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-12T20:26:27.183954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-12T20:26:27.184427] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-12T20:26:27.185453] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-12T20:26:27.185519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:27.185593] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:27.185649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:27.185744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:27.253515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:27.254629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:27.254726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:27.254763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:27.373219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:27.373362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:27.373403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:27.373434] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:27.376938] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-12T20:26:27.377225] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-12T20:26:27.377347] [INFO ] [sig       ] LND: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:27.525139] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LND.txt
[2025-12-12T20:26:27.525304] [INFO ] [sig       ] [1945/3596] Completed LND in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:27.525343] [INFO ] [sig       ] [1946/3596] Forecasting LNG...
[2025-12-12T20:26:27.525372] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-12T20:26:27.525402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-12T20:26:27.537933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-12T20:26:27.538304] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-12T20:26:27.539130] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-12T20:26:27.539199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:27.539229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:27.539254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:27.539309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:27.597689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:27.598539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:27.598654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:27.598695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:27.721068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:27.721218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:27.721259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:27.721287] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:27.724736] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-12T20:26:27.725037] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-12T20:26:27.725160] [INFO ] [sig       ] LNG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:27.869761] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LNG.txt
[2025-12-12T20:26:27.869910] [INFO ] [sig       ] [1946/3596] Completed LNG in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:27.869953] [INFO ] [sig       ] [1947/3596] Forecasting LNKB...
[2025-12-12T20:26:27.869986] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-12T20:26:27.870022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-12T20:26:27.882506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-12T20:26:27.882917] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-12T20:26:27.883722] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-12T20:26:27.883784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:27.883815] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:27.883841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:27.883895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:27.941535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:27.942423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:27.942509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:27.942540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:28.057057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:28.057216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:28.057257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:28.057287] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:28.060718] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-12T20:26:28.061006] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-12T20:26:28.061132] [INFO ] [sig       ] LNKB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:28.206429] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LNKB.txt
[2025-12-12T20:26:28.206635] [INFO ] [sig       ] [1947/3596] Completed LNKB in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:28.206676] [INFO ] [sig       ] [1948/3596] Forecasting LNN...
[2025-12-12T20:26:28.206705] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-12T20:26:28.206735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-12T20:26:28.218620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-12T20:26:28.219018] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-12T20:26:28.219859] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-12T20:26:28.219912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:28.219945] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:28.219974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:28.220030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:28.279826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:28.280690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:28.280774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:28.280809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:28.404696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:28.404862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:28.404908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:28.404937] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:28.408734] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-12T20:26:28.409038] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-12T20:26:28.409171] [INFO ] [sig       ] LNN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:28.555594] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LNN.txt
[2025-12-12T20:26:28.555737] [INFO ] [sig       ] [1948/3596] Completed LNN in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.7m
[2025-12-12T20:26:28.555785] [INFO ] [sig       ] [1949/3596] Forecasting LNTH...
[2025-12-12T20:26:28.555816] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-12T20:26:28.555846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-12T20:26:28.567894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-12T20:26:28.568191] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-12T20:26:28.568942] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-12T20:26:28.568992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:28.569023] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:28.569049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:28.569103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:28.627489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:28.628358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:28.628442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:28.628473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:28.748126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:28.748277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:28.748330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:28.748361] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:28.751703] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-12T20:26:28.751981] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-12T20:26:28.752098] [INFO ] [sig       ] LNTH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:28.891630] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LNTH.txt
[2025-12-12T20:26:28.891765] [INFO ] [sig       ] [1949/3596] Completed LNTH in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-12T20:26:28.891803] [INFO ] [sig       ] [1950/3596] Forecasting LNZA...
[2025-12-12T20:26:28.891831] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-12T20:26:28.891862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-12T20:26:28.903805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-12T20:26:28.904308] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-12T20:26:28.905281] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-12T20:26:28.905331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:28.905362] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:28.905387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:28.905441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:28.964845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:28.965497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:28.965601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:28.965643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:29.084760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:29.084903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:29.084940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:29.084969] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:29.088609] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-12T20:26:29.088876] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-12T20:26:29.088993] [INFO ] [sig       ] LNZA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:29.233477] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LNZA.txt
[2025-12-12T20:26:29.233631] [INFO ] [sig       ] [1950/3596] Completed LNZA in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-12T20:26:29.233670] [INFO ] [sig       ] [1951/3596] Forecasting LOAN...
[2025-12-12T20:26:29.233700] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-12T20:26:29.233730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-12T20:26:29.247397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-12T20:26:29.247737] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-12T20:26:29.248521] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-12T20:26:29.248590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:29.248645] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:29.248672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:29.248726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:29.308716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:29.309691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:29.309991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:29.310031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:29.423463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:29.423631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:29.423673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:29.423701] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:29.427407] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-12T20:26:29.427721] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-12T20:26:29.427842] [INFO ] [sig       ] LOAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:29.570779] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LOAN.txt
[2025-12-12T20:26:29.570928] [INFO ] [sig       ] [1951/3596] Completed LOAN in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-12T20:26:29.570966] [INFO ] [sig       ] [1952/3596] Forecasting LOB...
[2025-12-12T20:26:29.570995] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-12T20:26:29.571026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-12T20:26:29.585435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-12T20:26:29.585882] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-12T20:26:29.587226] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-12T20:26:29.587287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:29.587325] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:29.587357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:29.587433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:29.656115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:29.657053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:29.657133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:29.657166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:29.784512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:29.784675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:29.784714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:29.784743] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:29.788037] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-12T20:26:29.788301] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-12T20:26:29.788419] [INFO ] [sig       ] LOB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:29.929229] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LOB.txt
[2025-12-12T20:26:29.929365] [INFO ] [sig       ] [1952/3596] Completed LOB in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-12T20:26:29.929403] [INFO ] [sig       ] [1953/3596] Forecasting LOCO...
[2025-12-12T20:26:29.929433] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-12T20:26:29.929463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-12T20:26:29.941702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-12T20:26:29.941984] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-12T20:26:29.942755] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-12T20:26:29.942806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:29.942836] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:29.942861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:29.942915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:30.003908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:30.004706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:30.004786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:30.004818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:30.133179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:30.133327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:30.133383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:30.133413] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:30.137160] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2025-12-12T20:26:30.137477] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-12T20:26:30.137630] [INFO ] [sig       ] LOCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:30.291521] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LOCO.txt
[2025-12-12T20:26:30.291717] [INFO ] [sig       ] [1953/3596] Completed LOCO in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-12T20:26:30.291767] [INFO ] [sig       ] [1954/3596] Forecasting LOGI...
[2025-12-12T20:26:30.291811] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-12T20:26:30.291867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-12T20:26:30.304647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-12T20:26:30.304989] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-12T20:26:30.305847] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-12T20:26:30.305913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:30.305961] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:30.305997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:30.306084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:30.372944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:30.373783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:30.373864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:30.373896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:30.504943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:30.505096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:30.505136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:30.505203] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:30.508753] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-12T20:26:30.509056] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-12T20:26:30.509186] [INFO ] [sig       ] LOGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:30.658932] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LOGI.txt
[2025-12-12T20:26:30.659068] [INFO ] [sig       ] [1954/3596] Completed LOGI in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-12T20:26:30.659107] [INFO ] [sig       ] [1955/3596] Forecasting LOMA...
[2025-12-12T20:26:30.659138] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-12T20:26:30.659169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-12T20:26:30.671999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-12T20:26:30.672263] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-12T20:26:30.673020] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-12T20:26:30.673071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:30.673102] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:30.673128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:30.673182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:30.731879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:30.732473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:30.732547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:30.732595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:30.853724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:30.853871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:30.853909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:30.853938] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:30.857216] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-12T20:26:30.857500] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-12T20:26:30.857646] [INFO ] [sig       ] LOMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:30.998382] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LOMA.txt
[2025-12-12T20:26:30.998505] [INFO ] [sig       ] [1955/3596] Completed LOMA in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:30.998542] [INFO ] [sig       ] [1956/3596] Forecasting LOPE...
[2025-12-12T20:26:30.998588] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-12T20:26:30.998620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-12T20:26:31.010301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-12T20:26:31.010632] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-12T20:26:31.011428] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-12T20:26:31.011480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:31.011513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:31.011539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:31.011624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:31.068010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:31.068655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:31.068729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:31.068760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:31.185933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:31.186065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:31.186104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:31.186134] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:31.189334] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-12T20:26:31.189623] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-12T20:26:31.189765] [INFO ] [sig       ] LOPE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:31.330085] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LOPE.txt
[2025-12-12T20:26:31.330238] [INFO ] [sig       ] [1956/3596] Completed LOPE in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:31.330277] [INFO ] [sig       ] [1957/3596] Forecasting LOVE...
[2025-12-12T20:26:31.330306] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-12T20:26:31.330336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-12T20:26:31.342885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-12T20:26:31.343226] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-12T20:26:31.344044] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-12T20:26:31.344095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:31.344138] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:31.344164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:31.344219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:31.402706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:31.403471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:31.403551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:31.403602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:31.526811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:31.526959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:31.527000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:31.527030] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:31.530530] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-12T20:26:31.530835] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-12T20:26:31.531129] [INFO ] [sig       ] LOVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:31.674796] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LOVE.txt
[2025-12-12T20:26:31.674938] [INFO ] [sig       ] [1957/3596] Completed LOVE in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:31.674974] [INFO ] [sig       ] [1958/3596] Forecasting LPCN...
[2025-12-12T20:26:31.675003] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-12T20:26:31.675033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-12T20:26:31.686747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-12T20:26:31.687038] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-12T20:26:31.687820] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-12T20:26:31.687881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:31.687914] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:31.687940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:31.687995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:31.746661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:31.747271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:31.747345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:31.747376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:31.854723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:31.854865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:31.854905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:31.854932] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:31.858412] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-12T20:26:31.858709] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-12T20:26:31.858831] [INFO ] [sig       ] LPCN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:32.012667] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LPCN.txt
[2025-12-12T20:26:32.012818] [INFO ] [sig       ] [1958/3596] Completed LPCN in 0.3s | 2.85 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:32.012864] [INFO ] [sig       ] [1959/3596] Forecasting LPG...
[2025-12-12T20:26:32.012918] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-12T20:26:32.012949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-12T20:26:32.024347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-12T20:26:32.024644] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-12T20:26:32.025378] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-12T20:26:32.025428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:32.025459] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:32.025484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:32.025539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:32.086659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:32.087300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:32.087378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:32.087411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:32.211094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:32.211253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:32.211291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:32.211319] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:32.214681] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-12T20:26:32.214984] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-12T20:26:32.215101] [INFO ] [sig       ] LPG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:32.361559] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LPG.txt
[2025-12-12T20:26:32.361699] [INFO ] [sig       ] [1959/3596] Completed LPG in 0.3s | 2.85 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:32.361740] [INFO ] [sig       ] [1960/3596] Forecasting LPL...
[2025-12-12T20:26:32.361770] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-12T20:26:32.361800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-12T20:26:32.373488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-12T20:26:32.373793] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-12T20:26:32.374787] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-12T20:26:32.374847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:32.374884] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:32.374910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:32.374964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:32.435005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:32.435890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:32.435970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:32.436004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:32.557387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:32.557535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:32.557590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:32.557621] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:32.561112] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-12T20:26:32.561395] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-12T20:26:32.561520] [INFO ] [sig       ] LPL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:32.716172] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LPL.txt
[2025-12-12T20:26:32.716310] [INFO ] [sig       ] [1960/3596] Completed LPL in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:32.716353] [INFO ] [sig       ] [1961/3596] Forecasting LPLA...
[2025-12-12T20:26:32.716384] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-12T20:26:32.716413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-12T20:26:32.728328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-12T20:26:32.728614] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-12T20:26:32.729355] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-12T20:26:32.729405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:32.729435] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:32.729462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:32.729517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:32.787302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:32.788049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:32.788153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:32.788187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:32.911348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:32.911476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:32.911515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:32.911545] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:32.915289] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-12T20:26:32.915554] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-12T20:26:32.915689] [INFO ] [sig       ] LPLA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:33.068906] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LPLA.txt
[2025-12-12T20:26:33.069033] [INFO ] [sig       ] [1961/3596] Completed LPLA in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:33.069070] [INFO ] [sig       ] [1962/3596] Forecasting LPRO...
[2025-12-12T20:26:33.069100] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-12T20:26:33.069129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-12T20:26:33.080246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-12T20:26:33.080534] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-12T20:26:33.081467] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-12T20:26:33.081518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:33.081550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:33.081594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:33.081652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:33.139142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:33.139753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:33.139835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:33.139872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:33.257700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:33.257801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:33.257839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:33.257866] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:33.261500] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-12-12T20:26:33.261783] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-12T20:26:33.262106] [INFO ] [sig       ] LPRO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:33.402793] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LPRO.txt
[2025-12-12T20:26:33.402927] [INFO ] [sig       ] [1962/3596] Completed LPRO in 0.3s | 2.85 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:33.402965] [INFO ] [sig       ] [1963/3596] Forecasting LPSN...
[2025-12-12T20:26:33.402993] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-12T20:26:33.403022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-12T20:26:33.415227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-12T20:26:33.415536] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-12T20:26:33.416333] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-12T20:26:33.416384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:33.416414] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:33.416440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:33.416494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:33.473245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:33.473913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:33.473996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:33.474028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:33.592762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:33.592910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:33.592947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:33.592975] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:33.596282] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-12T20:26:33.596550] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-12T20:26:33.596687] [INFO ] [sig       ] LPSN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:33.737345] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LPSN.txt
[2025-12-12T20:26:33.737489] [INFO ] [sig       ] [1963/3596] Completed LPSN in 0.3s | 2.85 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:33.737527] [INFO ] [sig       ] [1964/3596] Forecasting LPTH...
[2025-12-12T20:26:33.737556] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-12T20:26:33.737604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-12T20:26:33.750475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-12T20:26:33.750791] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-12T20:26:33.751526] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-12T20:26:33.751593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:33.751626] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:33.751652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:33.751707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:33.814026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:33.814888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:33.814971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:33.815004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:33.941980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:33.942141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:33.942199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:33.942229] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:33.945845] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-12T20:26:33.946124] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-12T20:26:33.946247] [INFO ] [sig       ] LPTH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:34.148956] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LPTH.txt
[2025-12-12T20:26:34.149127] [INFO ] [sig       ] [1964/3596] Completed LPTH in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:34.149168] [INFO ] [sig       ] [1965/3596] Forecasting LPX...
[2025-12-12T20:26:34.149199] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-12T20:26:34.149230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-12T20:26:34.160849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-12T20:26:34.161162] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-12T20:26:34.162037] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-12T20:26:34.162091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:34.162123] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:34.162151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:34.162221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:34.223930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:34.224632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:34.224708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:34.224742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:34.349626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:34.349787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:34.349831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:34.349858] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:34.353549] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-12T20:26:34.353882] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-12T20:26:34.354020] [INFO ] [sig       ] LPX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:34.498339] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LPX.txt
[2025-12-12T20:26:34.498478] [INFO ] [sig       ] [1965/3596] Completed LPX in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 9.6m
[2025-12-12T20:26:34.498517] [INFO ] [sig       ] [1966/3596] Forecasting LQDA...
[2025-12-12T20:26:34.498547] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-12T20:26:34.498597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-12T20:26:34.511728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-12T20:26:34.512250] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-12T20:26:34.513239] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-12T20:26:34.513300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:34.513333] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:34.513361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:34.513417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:34.575773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:34.576719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:34.576812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:34.576846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:34.707465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:34.707643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:34.707687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:34.707716] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:34.711357] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-12-12T20:26:34.711655] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-12T20:26:34.711782] [INFO ] [sig       ] LQDA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:34.860080] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LQDA.txt
[2025-12-12T20:26:34.860236] [INFO ] [sig       ] [1966/3596] Completed LQDA in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-12T20:26:34.860281] [INFO ] [sig       ] [1967/3596] Forecasting LRCX...
[2025-12-12T20:26:34.860311] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-12T20:26:34.860341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-12T20:26:34.872629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-12T20:26:34.872910] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-12T20:26:34.873725] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-12T20:26:34.873776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:34.873808] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:34.873835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:34.873891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:34.935793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:34.936640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:34.936720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:34.936753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:35.064688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:35.064833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:35.064873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:35.064901] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:35.068300] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=62.03%)
[2025-12-12T20:26:35.068593] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-12T20:26:35.068715] [INFO ] [sig       ] LRCX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:35.219938] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LRCX.txt
[2025-12-12T20:26:35.220264] [INFO ] [sig       ] [1967/3596] Completed LRCX in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-12T20:26:35.220303] [INFO ] [sig       ] [1968/3596] Forecasting LRGE...
[2025-12-12T20:26:35.220333] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-12T20:26:35.220364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-12T20:26:35.231770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-12T20:26:35.232081] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-12T20:26:35.232890] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-12T20:26:35.232943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:35.233009] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:35.233039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:35.233096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:35.296164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:35.296856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:35.296939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:35.296973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:35.414448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:35.414613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:35.414654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:35.414683] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:35.418250] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-12-12T20:26:35.418517] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-12T20:26:35.418671] [INFO ] [sig       ] LRGE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:35.564610] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LRGE.txt
[2025-12-12T20:26:35.564755] [INFO ] [sig       ] [1968/3596] Completed LRGE in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-12T20:26:35.564803] [INFO ] [sig       ] [1969/3596] Forecasting LRHC...
[2025-12-12T20:26:35.564834] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-12T20:26:35.564865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-12T20:26:35.576314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-12T20:26:35.576630] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-12T20:26:35.577561] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-12T20:26:35.577638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:35.577671] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:35.577703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:35.577774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:35.639669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:35.640446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:35.640527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:35.640560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:35.766718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:35.766867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:35.766907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:35.766936] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:35.771119] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-12T20:26:35.771624] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-12T20:26:35.771755] [INFO ] [sig       ] LRHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:35.922086] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LRHC.txt
[2025-12-12T20:26:35.922407] [INFO ] [sig       ] [1969/3596] Completed LRHC in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-12T20:26:35.922446] [INFO ] [sig       ] [1970/3596] Forecasting LSCC...
[2025-12-12T20:26:35.922475] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-12T20:26:35.922505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-12T20:26:35.934967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-12T20:26:35.935290] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-12T20:26:35.936075] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-12T20:26:35.936137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:35.936174] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:35.936201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:35.936258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:35.997274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:35.998138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:35.998218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:35.998250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:36.126646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:36.126788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:36.126829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:36.126860] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:36.130283] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-12T20:26:36.130598] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-12T20:26:36.130722] [INFO ] [sig       ] LSCC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:36.277253] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LSCC.txt
[2025-12-12T20:26:36.277384] [INFO ] [sig       ] [1970/3596] Completed LSCC in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-12T20:26:36.277420] [INFO ] [sig       ] [1971/3596] Forecasting LSPD...
[2025-12-12T20:26:36.277450] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-12T20:26:36.277480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-12T20:26:36.288970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-12T20:26:36.289262] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-12T20:26:36.290091] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-12T20:26:36.290142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:36.290172] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:36.290197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:36.290251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:36.349032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:36.349883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:36.349958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:36.349990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:36.475861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:36.476015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:36.476250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:36.476310] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:36.479623] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=40.81%)
[2025-12-12T20:26:36.479947] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-12T20:26:36.480077] [INFO ] [sig       ] LSPD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:36.620242] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LSPD.txt
[2025-12-12T20:26:36.620378] [INFO ] [sig       ] [1971/3596] Completed LSPD in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-12T20:26:36.620417] [INFO ] [sig       ] [1972/3596] Forecasting LTC...
[2025-12-12T20:26:36.620455] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-12T20:26:36.620486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-12T20:26:36.633060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-12T20:26:36.633509] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-12T20:26:36.634498] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-12T20:26:36.634553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:36.634604] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:36.634634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:36.634691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:36.695529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:36.696247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:36.696324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:36.696356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:36.809334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:36.809467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:36.809506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:36.809534] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:36.812799] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-12T20:26:36.813066] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-12T20:26:36.813184] [INFO ] [sig       ] LTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:36.951858] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LTC.txt
[2025-12-12T20:26:36.952009] [INFO ] [sig       ] [1972/3596] Completed LTC in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:36.952048] [INFO ] [sig       ] [1973/3596] Forecasting LTH...
[2025-12-12T20:26:36.952076] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-12T20:26:36.952106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-12T20:26:36.963380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-12T20:26:36.963705] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-12T20:26:36.964534] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-12T20:26:36.964607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:36.964641] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:36.964667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:36.964723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:37.022712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:37.023513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:37.023609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:37.023644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:37.139938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:37.140081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:37.140120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:37.140148] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:37.143407] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-12T20:26:37.143711] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-12T20:26:37.143849] [INFO ] [sig       ] LTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:37.293181] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LTH.txt
[2025-12-12T20:26:37.293338] [INFO ] [sig       ] [1973/3596] Completed LTH in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:37.293378] [INFO ] [sig       ] [1974/3596] Forecasting LTRN...
[2025-12-12T20:26:37.293408] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-12T20:26:37.293439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-12T20:26:37.305187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-12T20:26:37.305562] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-12T20:26:37.306364] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-12T20:26:37.306415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:37.306446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:37.306472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:37.306527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:37.365663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:37.366525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:37.366628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:37.366664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:37.484628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:37.484784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:37.484825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:37.484854] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:37.488519] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-12T20:26:37.488921] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-12T20:26:37.489067] [INFO ] [sig       ] LTRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:37.634655] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LTRN.txt
[2025-12-12T20:26:37.634822] [INFO ] [sig       ] [1974/3596] Completed LTRN in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:37.634861] [INFO ] [sig       ] [1975/3596] Forecasting LTRX...
[2025-12-12T20:26:37.634890] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-12T20:26:37.634921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-12T20:26:37.646666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-12T20:26:37.647049] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-12T20:26:37.647902] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-12T20:26:37.647955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:37.647989] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:37.648015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:37.648072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:37.710188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:37.711059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:37.711137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:37.711171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:37.845641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:37.845797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:37.845844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:37.845897] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:37.849261] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-12T20:26:37.849539] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-12T20:26:37.849681] [INFO ] [sig       ] LTRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:37.991812] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LTRX.txt
[2025-12-12T20:26:37.991952] [INFO ] [sig       ] [1975/3596] Completed LTRX in 0.4s | 2.84 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:37.991988] [INFO ] [sig       ] [1976/3596] Forecasting LUCD...
[2025-12-12T20:26:37.992017] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-12T20:26:37.992048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-12T20:26:38.004491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-12T20:26:38.004909] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-12T20:26:38.005746] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-12T20:26:38.005799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:38.005830] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:38.005856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:38.005911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:38.067006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:38.067898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:38.067980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:38.068014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:38.192135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:38.192291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:38.192332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:38.192360] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:38.195781] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=81.23%)
[2025-12-12T20:26:38.196092] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-12T20:26:38.196224] [INFO ] [sig       ] LUCD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:38.337682] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LUCD.txt
[2025-12-12T20:26:38.337839] [INFO ] [sig       ] [1976/3596] Completed LUCD in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:38.337882] [INFO ] [sig       ] [1977/3596] Forecasting LUCY...
[2025-12-12T20:26:38.337912] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-12T20:26:38.337942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-12T20:26:38.350073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-12T20:26:38.350382] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-12T20:26:38.351213] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-12T20:26:38.351266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:38.351298] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:38.351326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:38.351382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:38.410247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:38.410940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:38.411036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:38.411086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:38.533267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:38.533417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:38.533456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:38.533484] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:38.536904] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=30.16%)
[2025-12-12T20:26:38.537182] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-12T20:26:38.537306] [INFO ] [sig       ] LUCY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:38.678770] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LUCY.txt
[2025-12-12T20:26:38.678902] [INFO ] [sig       ] [1977/3596] Completed LUCY in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:38.678942] [INFO ] [sig       ] [1978/3596] Forecasting LUMN...
[2025-12-12T20:26:38.678970] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-12T20:26:38.679000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-12T20:26:38.690820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-12T20:26:38.691130] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-12T20:26:38.691898] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-12T20:26:38.691951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:38.691982] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:38.692009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:38.692064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:38.751533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:38.752414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:38.752528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:38.752561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:38.879495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:38.879665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:38.879707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:38.879759] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:38.883218] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=19.19%)
[2025-12-12T20:26:38.883502] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-12T20:26:38.883647] [INFO ] [sig       ] LUMN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:39.025758] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LUMN.txt
[2025-12-12T20:26:39.025891] [INFO ] [sig       ] [1978/3596] Completed LUMN in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:39.025928] [INFO ] [sig       ] [1979/3596] Forecasting LUNG...
[2025-12-12T20:26:39.025957] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-12T20:26:39.025987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-12T20:26:39.037681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-12T20:26:39.037992] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-12T20:26:39.038903] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-12T20:26:39.038956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:39.038987] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:39.039024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:39.039082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:39.099378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:39.100213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:39.100292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:39.100324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:39.224329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:39.224495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:39.224534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:39.224560] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:39.228002] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=39.35%)
[2025-12-12T20:26:39.228267] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-12T20:26:39.228558] [INFO ] [sig       ] LUNG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:39.366496] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LUNG.txt
[2025-12-12T20:26:39.366642] [INFO ] [sig       ] [1979/3596] Completed LUNG in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:39.366682] [INFO ] [sig       ] [1980/3596] Forecasting LVHD...
[2025-12-12T20:26:39.366711] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-12T20:26:39.366743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-12T20:26:39.378039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-12T20:26:39.378315] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-12T20:26:39.379107] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-12T20:26:39.379159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:39.379191] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:39.379218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:39.379274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:39.438640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:39.439286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:39.439363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:39.439395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:39.577682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:39.577841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:39.577885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:39.577934] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:39.581743] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=63.34%)
[2025-12-12T20:26:39.582112] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-12T20:26:39.582261] [INFO ] [sig       ] LVHD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:39.734839] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LVHD.txt
[2025-12-12T20:26:39.734999] [INFO ] [sig       ] [1980/3596] Completed LVHD in 0.4s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:39.735041] [INFO ] [sig       ] [1981/3596] Forecasting LVO...
[2025-12-12T20:26:39.735078] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-12T20:26:39.735121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-12T20:26:39.747288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-12T20:26:39.747670] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-12T20:26:39.748534] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-12T20:26:39.748610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:39.748648] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:39.748676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:39.748732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:39.809344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:39.810216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:39.810297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:39.810331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:39.927901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:39.928053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:39.928093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:39.928124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:39.931538] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-12-12T20:26:39.931826] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-12T20:26:39.931961] [INFO ] [sig       ] LVO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:40.069706] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LVO.txt
[2025-12-12T20:26:40.069904] [INFO ] [sig       ] [1981/3596] Completed LVO in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:40.069947] [INFO ] [sig       ] [1982/3596] Forecasting LVS...
[2025-12-12T20:26:40.069980] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-12T20:26:40.070011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-12T20:26:40.082435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-12T20:26:40.082819] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-12T20:26:40.083616] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-12T20:26:40.083668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:40.083701] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:40.083728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:40.083793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:40.141771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:40.142700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:40.142797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:40.142831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:40.268355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:40.268515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:40.268557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:40.268606] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:40.272535] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-12T20:26:40.272859] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-12T20:26:40.272992] [INFO ] [sig       ] LVS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:40.421987] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LVS.txt
[2025-12-12T20:26:40.422161] [INFO ] [sig       ] [1982/3596] Completed LVS in 0.4s | 2.85 sym/s | Total: 11.6m | ETA: 9.5m
[2025-12-12T20:26:40.422199] [INFO ] [sig       ] [1983/3596] Forecasting LWAY...
[2025-12-12T20:26:40.422230] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-12T20:26:40.422266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-12T20:26:40.434834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-12T20:26:40.435192] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-12T20:26:40.435991] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-12T20:26:40.436051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:40.436081] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:40.436108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:40.436162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:40.499772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:40.500645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:40.500735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:40.500766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:40.636111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:40.636258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:40.636297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:40.636324] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:40.639808] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-12-12T20:26:40.640121] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-12T20:26:40.640241] [INFO ] [sig       ] LWAY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:40.782238] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LWAY.txt
[2025-12-12T20:26:40.782371] [INFO ] [sig       ] [1983/3596] Completed LWAY in 0.4s | 2.85 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-12T20:26:40.782409] [INFO ] [sig       ] [1984/3596] Forecasting LWLG...
[2025-12-12T20:26:40.782438] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-12T20:26:40.782468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-12T20:26:40.795795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-12T20:26:40.796211] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-12T20:26:40.797048] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-12T20:26:40.797101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:40.797134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:40.797160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:40.797214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:40.861913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:40.862813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:40.862900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:40.862932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:40.988858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:40.989015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:40.989053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:40.989082] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:40.992543] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-12T20:26:40.992859] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-12T20:26:40.992990] [INFO ] [sig       ] LWLG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:41.150246] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LWLG.txt
[2025-12-12T20:26:41.150409] [INFO ] [sig       ] [1984/3596] Completed LWLG in 0.4s | 2.85 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-12T20:26:41.150448] [INFO ] [sig       ] [1985/3596] Forecasting LX...
[2025-12-12T20:26:41.150479] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-12T20:26:41.150510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-12T20:26:41.162286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-12T20:26:41.162662] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-12T20:26:41.163446] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-12T20:26:41.163499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:41.163558] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:41.163610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:41.163686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:41.223723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:41.224592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:41.224675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:41.224710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:41.347996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:41.348149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:41.348188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:41.348215] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:41.351613] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-12T20:26:41.351916] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-12T20:26:41.352041] [INFO ] [sig       ] LX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:41.494864] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LX.txt
[2025-12-12T20:26:41.495017] [INFO ] [sig       ] [1985/3596] Completed LX in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-12T20:26:41.495056] [INFO ] [sig       ] [1986/3596] Forecasting LXEO...
[2025-12-12T20:26:41.495086] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-12T20:26:41.495115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-12T20:26:41.506589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-12T20:26:41.506963] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-12T20:26:41.507776] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-12T20:26:41.507828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:41.507859] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:41.507887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:41.507959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:41.570067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:41.570931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:41.571027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:41.571066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:41.691662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:41.691822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:41.691871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:41.691898] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:41.695344] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-12-12T20:26:41.695671] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-12T20:26:41.695833] [INFO ] [sig       ] LXEO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:41.837815] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LXEO.txt
[2025-12-12T20:26:41.837987] [INFO ] [sig       ] [1986/3596] Completed LXEO in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-12T20:26:41.838039] [INFO ] [sig       ] [1987/3596] Forecasting LXP...
[2025-12-12T20:26:41.838076] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-12T20:26:41.838117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-12T20:26:41.849525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-12T20:26:41.849928] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-12T20:26:41.850772] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-12T20:26:41.850836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:41.850871] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:41.850898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:41.850953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:41.911132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:41.911996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:41.912083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:41.912116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:42.028097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:42.028260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:42.028299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:42.028327] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:42.032096] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-12-12T20:26:42.032406] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-12T20:26:42.032535] [INFO ] [sig       ] LXP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:42.175943] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LXP.txt
[2025-12-12T20:26:42.176099] [INFO ] [sig       ] [1987/3596] Completed LXP in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-12T20:26:42.176138] [INFO ] [sig       ] [1988/3596] Forecasting LYB...
[2025-12-12T20:26:42.176168] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-12T20:26:42.176199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-12T20:26:42.187146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-12T20:26:42.187494] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-12T20:26:42.188276] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-12T20:26:42.188329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:42.188360] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:42.188386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:42.188441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:42.247669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:42.248524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:42.248631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:42.248665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:42.366661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:42.366833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:42.366873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:42.366940] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:42.370282] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-12T20:26:42.370594] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-12T20:26:42.370724] [INFO ] [sig       ] LYB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:42.516476] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LYB.txt
[2025-12-12T20:26:42.516653] [INFO ] [sig       ] [1988/3596] Completed LYB in 0.3s | 2.85 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-12T20:26:42.516694] [INFO ] [sig       ] [1989/3596] Forecasting LYEL...
[2025-12-12T20:26:42.516724] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-12T20:26:42.516755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-12T20:26:42.529133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-12T20:26:42.529680] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-12T20:26:42.530534] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-12T20:26:42.530601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:42.530633] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:42.530659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:42.530714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:42.590895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:42.591858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:42.591947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:42.591980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:42.721464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:42.721630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:42.721670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:42.721698] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:42.725127] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-12T20:26:42.725441] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-12T20:26:42.725595] [INFO ] [sig       ] LYEL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:42.870821] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LYEL.txt
[2025-12-12T20:26:42.870987] [INFO ] [sig       ] [1989/3596] Completed LYEL in 0.4s | 2.85 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:42.871034] [INFO ] [sig       ] [1990/3596] Forecasting LYG...
[2025-12-12T20:26:42.871069] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-12T20:26:42.871105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-12T20:26:42.882989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-12T20:26:42.883353] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-12T20:26:42.884336] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-12T20:26:42.884389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:42.884420] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:42.884447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:42.884505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:42.945567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:42.946416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:42.946496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:42.946529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:43.076801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:43.076953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:43.076995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:43.077024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:43.080590] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-12-12T20:26:43.080902] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-12T20:26:43.081038] [INFO ] [sig       ] LYG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:43.231861] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LYG.txt
[2025-12-12T20:26:43.232060] [INFO ] [sig       ] [1990/3596] Completed LYG in 0.4s | 2.85 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:43.232121] [INFO ] [sig       ] [1991/3596] Forecasting LYRA...
[2025-12-12T20:26:43.232165] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-12T20:26:43.232211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-12T20:26:43.247210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-12T20:26:43.247745] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-12T20:26:43.248955] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-12T20:26:43.249037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:43.249079] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:43.249117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:43.249198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:43.333845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:43.334932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:43.335048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:43.335092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:43.493054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:43.493255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:43.493315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:43.493359] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:43.498839] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-12T20:26:43.499406] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-12T20:26:43.499654] [INFO ] [sig       ] LYRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:43.725424] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LYRA.txt
[2025-12-12T20:26:43.725662] [INFO ] [sig       ] [1991/3596] Completed LYRA in 0.5s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:43.725710] [INFO ] [sig       ] [1992/3596] Forecasting LYTS...
[2025-12-12T20:26:43.725745] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-12T20:26:43.725779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-12T20:26:43.750692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-12T20:26:43.751205] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-12T20:26:43.752383] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-12T20:26:43.752495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:43.752545] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:43.752614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:43.752697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:43.835459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:43.836667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:43.836775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:43.836818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:44.009644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:44.009998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:44.010069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:44.010121] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:44.015901] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-12T20:26:44.016513] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-12T20:26:44.016775] [INFO ] [sig       ] LYTS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:44.204652] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LYTS.txt
[2025-12-12T20:26:44.204850] [INFO ] [sig       ] [1992/3596] Completed LYTS in 0.5s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:44.204916] [INFO ] [sig       ] [1993/3596] Forecasting LZ...
[2025-12-12T20:26:44.204950] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-12T20:26:44.204981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-12T20:26:44.225906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-12T20:26:44.226670] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-12T20:26:44.228478] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-12T20:26:44.228654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:44.228698] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:44.228732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:44.228816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:44.306388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:44.307426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:44.307514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:44.307548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:44.434491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:44.434671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:44.434711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:44.434747] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:44.438376] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-12T20:26:44.438699] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-12T20:26:44.438855] [INFO ] [sig       ] LZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:44.595775] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/LZ.txt
[2025-12-12T20:26:44.595957] [INFO ] [sig       ] [1993/3596] Completed LZ in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:44.596020] [INFO ] [sig       ] [1994/3596] Forecasting LZB...
[2025-12-12T20:26:44.596054] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-12T20:26:44.596085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-12T20:26:44.607893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-12T20:26:44.608269] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-12T20:26:44.609179] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-12T20:26:44.609248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:44.609288] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:44.609321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:44.609390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:44.671097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:44.672005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:44.672097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:44.672129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:44.806339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:44.806500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:44.806540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:44.806588] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:44.810288] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-12-12T20:26:44.810600] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-12T20:26:44.810734] [INFO ] [sig       ] LZB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:44.983896] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LZB.txt
[2025-12-12T20:26:44.984054] [INFO ] [sig       ] [1994/3596] Completed LZB in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:44.984094] [INFO ] [sig       ] [1995/3596] Forecasting LZM...
[2025-12-12T20:26:44.984124] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-12T20:26:44.984154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-12T20:26:44.997438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-12T20:26:44.997771] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-12T20:26:44.998746] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-12T20:26:44.998798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:44.998829] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:44.998855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:44.998915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:45.056181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:45.056893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:45.056973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:45.057033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:45.178264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:45.178425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:45.178465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:45.178494] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:45.181905] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-12T20:26:45.182213] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-12T20:26:45.182337] [INFO ] [sig       ] LZM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:45.320368] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/LZM.txt
[2025-12-12T20:26:45.320524] [INFO ] [sig       ] [1995/3596] Completed LZM in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:45.320590] [INFO ] [sig       ] [1996/3596] Forecasting M...
[2025-12-12T20:26:45.320626] [INFO ] [sig       ] Generating forecast for: M
[2025-12-12T20:26:45.320658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-12T20:26:45.333535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-12T20:26:45.333875] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-12T20:26:45.334643] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-12T20:26:45.334694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:45.334726] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:45.334752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:45.334807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:45.391942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:45.392679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:45.392753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:45.392784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:45.516694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:45.516837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:45.516875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:45.516902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:45.520183] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-12T20:26:45.520659] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-12T20:26:45.520780] [INFO ] [sig       ] M: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:45.661947] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/M.txt
[2025-12-12T20:26:45.662081] [INFO ] [sig       ] [1996/3596] Completed M in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:45.662125] [INFO ] [sig       ] [1997/3596] Forecasting MA...
[2025-12-12T20:26:45.662159] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-12T20:26:45.662195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-12T20:26:45.679073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-12T20:26:45.679769] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-12T20:26:45.680931] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-12T20:26:45.680996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:45.681038] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:45.681073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:45.681153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:45.747782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:45.748895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:45.748988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:45.749021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:45.876912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:45.877084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:45.877126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:45.877154] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:45.880731] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=35.99%)
[2025-12-12T20:26:45.881061] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-12T20:26:45.881203] [INFO ] [sig       ] MA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:46.037528] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MA.txt
[2025-12-12T20:26:46.037720] [INFO ] [sig       ] [1997/3596] Completed MA in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:46.037759] [INFO ] [sig       ] [1998/3596] Forecasting MAA...
[2025-12-12T20:26:46.037788] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-12T20:26:46.037819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-12T20:26:46.053684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-12T20:26:46.054356] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-12T20:26:46.055166] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-12T20:26:46.055218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:46.055248] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:46.055274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:46.055328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:46.112829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:46.113436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:46.113514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:46.113545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:46.234108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:46.234262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:46.234301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:46.234328] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:46.237645] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-12T20:26:46.237917] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-12T20:26:46.238035] [INFO ] [sig       ] MAA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:46.376299] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MAA.txt
[2025-12-12T20:26:46.376425] [INFO ] [sig       ] [1998/3596] Completed MAA in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:46.376489] [INFO ] [sig       ] [1999/3596] Forecasting MAC...
[2025-12-12T20:26:46.376519] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-12T20:26:46.376549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-12T20:26:46.388372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-12T20:26:46.388664] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-12T20:26:46.389466] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-12T20:26:46.389518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:46.389550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:46.389602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:46.389663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:46.448675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:46.449431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:46.449508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:46.449541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:46.575305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:46.575462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:46.575502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:46.575549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:46.578941] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-12T20:26:46.579217] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-12T20:26:46.579521] [INFO ] [sig       ] MAC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:46.723767] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MAC.txt
[2025-12-12T20:26:46.723899] [INFO ] [sig       ] [1999/3596] Completed MAC in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:46.723938] [INFO ] [sig       ] [2000/3596] Forecasting MAMA...
[2025-12-12T20:26:46.723967] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-12T20:26:46.723997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-12T20:26:46.736398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-12T20:26:46.736700] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-12T20:26:46.737451] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-12T20:26:46.737500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:46.737530] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:46.737556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:46.737632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:46.795848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:46.796496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:46.796570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:46.796619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:46.919990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:46.920152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:46.920197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:46.920230] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:46.923744] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-12T20:26:46.924008] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-12T20:26:46.924132] [INFO ] [sig       ] MAMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:47.066082] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MAMA.txt
[2025-12-12T20:26:47.066227] [INFO ] [sig       ] [2000/3596] Completed MAMA in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.4m
[2025-12-12T20:26:47.066264] [INFO ] [sig       ] [2001/3596] Forecasting MAN...
[2025-12-12T20:26:47.066293] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-12T20:26:47.066324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-12T20:26:47.079488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-12T20:26:47.079823] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-12T20:26:47.080633] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-12T20:26:47.080684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:47.080716] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:47.080742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:47.080798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:47.140892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:47.141531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:47.141622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:47.141668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:47.266790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:47.266952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:47.266993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:47.267020] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:47.270494] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=47.99%)
[2025-12-12T20:26:47.270831] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-12T20:26:47.270970] [INFO ] [sig       ] MAN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:47.425831] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MAN.txt
[2025-12-12T20:26:47.425989] [INFO ] [sig       ] [2001/3596] Completed MAN in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-12T20:26:47.426026] [INFO ] [sig       ] [2002/3596] Forecasting MANH...
[2025-12-12T20:26:47.426055] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-12T20:26:47.426084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-12T20:26:47.439870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-12T20:26:47.440193] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-12T20:26:47.440964] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-12T20:26:47.441014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:47.441044] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:47.441095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:47.441152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:47.501391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:47.502289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:47.502368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:47.502401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:47.628509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:47.628675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:47.628715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:47.628742] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:47.632080] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-12T20:26:47.632378] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-12T20:26:47.632496] [INFO ] [sig       ] MANH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:47.774269] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MANH.txt
[2025-12-12T20:26:47.774607] [INFO ] [sig       ] [2002/3596] Completed MANH in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-12T20:26:47.774646] [INFO ] [sig       ] [2003/3596] Forecasting MARA...
[2025-12-12T20:26:47.774676] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-12T20:26:47.774706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-12T20:26:47.788265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-12T20:26:47.788566] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-12T20:26:47.789335] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-12T20:26:47.789385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:47.789416] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:47.789454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:47.789512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:47.849113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:47.849778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:47.849857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:47.849890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:47.974642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:47.974795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:47.974834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:47.974863] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:47.978132] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-12T20:26:47.978397] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-12T20:26:47.978518] [INFO ] [sig       ] MARA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:48.121185] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MARA.txt
[2025-12-12T20:26:48.121519] [INFO ] [sig       ] [2003/3596] Completed MARA in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-12T20:26:48.121559] [INFO ] [sig       ] [2004/3596] Forecasting MAS...
[2025-12-12T20:26:48.121609] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-12T20:26:48.121643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-12T20:26:48.135433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-12T20:26:48.135843] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-12T20:26:48.136676] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-12T20:26:48.136729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:48.136761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:48.136789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:48.136846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:48.197533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:48.198448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:48.198531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:48.198564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:48.315262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:48.315407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:48.315447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:48.315474] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:48.318910] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-12T20:26:48.319176] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-12T20:26:48.319294] [INFO ] [sig       ] MAS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:48.459986] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MAS.txt
[2025-12-12T20:26:48.460127] [INFO ] [sig       ] [2004/3596] Completed MAS in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-12T20:26:48.460173] [INFO ] [sig       ] [2005/3596] Forecasting MASI...
[2025-12-12T20:26:48.460209] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-12T20:26:48.460245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-12T20:26:48.472073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-12T20:26:48.472353] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-12T20:26:48.473132] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-12T20:26:48.473184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:48.473214] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:48.473240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:48.473294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:48.531707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:48.532304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:48.532377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:48.532410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:48.654237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:48.654364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:48.654401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:48.654428] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:48.657776] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-12T20:26:48.658039] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-12T20:26:48.658177] [INFO ] [sig       ] MASI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:48.802913] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MASI.txt
[2025-12-12T20:26:48.803037] [INFO ] [sig       ] [2005/3596] Completed MASI in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:48.803075] [INFO ] [sig       ] [2006/3596] Forecasting MASS...
[2025-12-12T20:26:48.803103] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-12T20:26:48.803134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-12T20:26:48.815996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-12T20:26:48.816277] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-12T20:26:48.817032] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-12T20:26:48.817082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:48.817117] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:48.817142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:48.817197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:48.875594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:48.876296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:48.876371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:48.876402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:48.997101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:48.997254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:48.997293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:48.997320] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:49.000709] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-12-12T20:26:49.000971] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-12T20:26:49.001098] [INFO ] [sig       ] MASS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:49.138902] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MASS.txt
[2025-12-12T20:26:49.139027] [INFO ] [sig       ] [2006/3596] Completed MASS in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:49.139063] [INFO ] [sig       ] [2007/3596] Forecasting MATX...
[2025-12-12T20:26:49.139095] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-12T20:26:49.139141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-12T20:26:49.155066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-12T20:26:49.155377] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-12T20:26:49.156129] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-12T20:26:49.156179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:49.156210] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:49.156236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:49.156290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:49.212328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:49.212947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:49.213018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:49.213049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:49.328038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:49.328192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:49.328230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:49.328257] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:49.331555] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-12T20:26:49.331840] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-12T20:26:49.331956] [INFO ] [sig       ] MATX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:49.469091] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MATX.txt
[2025-12-12T20:26:49.469236] [INFO ] [sig       ] [2007/3596] Completed MATX in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:49.469272] [INFO ] [sig       ] [2008/3596] Forecasting MAX...
[2025-12-12T20:26:49.469301] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-12T20:26:49.469331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-12T20:26:49.481561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-12T20:26:49.481975] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-12T20:26:49.482850] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-12T20:26:49.482905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:49.482938] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:49.482966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:49.483023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:49.542711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:49.543679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:49.543765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:49.543800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:49.664104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:49.664267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:49.664308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:49.664336] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:49.667685] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-12T20:26:49.667968] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-12T20:26:49.668090] [INFO ] [sig       ] MAX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:49.809310] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MAX.txt
[2025-12-12T20:26:49.809476] [INFO ] [sig       ] [2008/3596] Completed MAX in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:49.809516] [INFO ] [sig       ] [2009/3596] Forecasting MAXI...
[2025-12-12T20:26:49.809546] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-12T20:26:49.809594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-12T20:26:49.822241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-12T20:26:49.822560] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-12T20:26:49.823363] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-12T20:26:49.823414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:49.823445] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:49.823470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:49.823525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:49.880906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:49.881744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:49.881826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:49.881859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:49.998453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:49.998652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:49.998697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:49.998726] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:50.002221] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-12-12T20:26:50.002548] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-12T20:26:50.002701] [INFO ] [sig       ] MAXI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:50.139954] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MAXI.txt
[2025-12-12T20:26:50.140121] [INFO ] [sig       ] [2009/3596] Completed MAXI in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:50.140162] [INFO ] [sig       ] [2010/3596] Forecasting MAXN...
[2025-12-12T20:26:50.140193] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-12T20:26:50.140225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-12T20:26:50.158595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-12T20:26:50.158994] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-12T20:26:50.159914] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-12T20:26:50.159971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:50.160003] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:50.160030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:50.160088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:50.218129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:50.218785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:50.218865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:50.218898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:50.330527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:50.330694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:50.330734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:50.330763] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:50.334115] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-12-12T20:26:50.334424] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-12T20:26:50.334553] [INFO ] [sig       ] MAXN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:50.475164] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MAXN.txt
[2025-12-12T20:26:50.475292] [INFO ] [sig       ] [2010/3596] Completed MAXN in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:50.475329] [INFO ] [sig       ] [2011/3596] Forecasting MBB...
[2025-12-12T20:26:50.475359] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-12T20:26:50.475388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-12T20:26:50.487275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-12T20:26:50.487685] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-12T20:26:50.488530] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-12T20:26:50.488612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:50.488647] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:50.488674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:50.488730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:50.549076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:50.550209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:50.550309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:50.550344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:50.676549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:50.676745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:50.676787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:50.676815] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:50.680545] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-12T20:26:50.680933] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-12T20:26:50.681077] [INFO ] [sig       ] MBB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:50.827483] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MBB.txt
[2025-12-12T20:26:50.827670] [INFO ] [sig       ] [2011/3596] Completed MBB in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:50.827711] [INFO ] [sig       ] [2012/3596] Forecasting MBC...
[2025-12-12T20:26:50.827741] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-12T20:26:50.827771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-12T20:26:50.841923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-12T20:26:50.842342] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-12T20:26:50.843188] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-12T20:26:50.843243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:50.843274] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:50.843302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:50.843359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:50.906138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:50.907253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:50.907586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:50.907624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:51.026209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:51.026394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:51.026436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:51.026465] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:51.029988] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-12T20:26:51.030323] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-12T20:26:51.030461] [INFO ] [sig       ] MBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:51.176754] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBC.txt
[2025-12-12T20:26:51.176923] [INFO ] [sig       ] [2012/3596] Completed MBC in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:51.176965] [INFO ] [sig       ] [2013/3596] Forecasting MBCN...
[2025-12-12T20:26:51.176998] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-12T20:26:51.177045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-12T20:26:51.188507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-12T20:26:51.188908] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-12T20:26:51.189715] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-12T20:26:51.189794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:51.189826] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:51.189852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:51.189907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:51.249300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:51.250225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:51.250315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:51.250348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:51.341177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:51.341329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:51.341371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:51.341400] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:51.344815] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-12T20:26:51.345090] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-12T20:26:51.345212] [INFO ] [sig       ] MBCN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:51.487934] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBCN.txt
[2025-12-12T20:26:51.488100] [INFO ] [sig       ] [2013/3596] Completed MBCN in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:51.488139] [INFO ] [sig       ] [2014/3596] Forecasting MBI...
[2025-12-12T20:26:51.488169] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-12T20:26:51.488204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-12T20:26:51.500481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-12T20:26:51.500796] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-12T20:26:51.501609] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-12T20:26:51.501660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:51.501690] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:51.501716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:51.501771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:51.559537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:51.560374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:51.560453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:51.560486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:51.680922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:51.681083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:51.681127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:51.681157] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:51.684530] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-12-12T20:26:51.684814] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-12T20:26:51.684933] [INFO ] [sig       ] MBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:51.824855] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBI.txt
[2025-12-12T20:26:51.825025] [INFO ] [sig       ] [2014/3596] Completed MBI in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:51.825064] [INFO ] [sig       ] [2015/3596] Forecasting MBIN...
[2025-12-12T20:26:51.825093] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-12T20:26:51.825123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-12T20:26:51.837598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-12T20:26:51.838040] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-12T20:26:51.838919] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-12T20:26:51.838971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:51.839003] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:51.839029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:51.839086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:51.897661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:51.898510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:51.898627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:51.898666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:52.017196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:52.017350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:52.017390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:52.017419] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:52.020944] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-12T20:26:52.021228] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-12T20:26:52.021353] [INFO ] [sig       ] MBIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:52.167493] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBIN.txt
[2025-12-12T20:26:52.167681] [INFO ] [sig       ] [2015/3596] Completed MBIN in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:52.167722] [INFO ] [sig       ] [2016/3596] Forecasting MBIO...
[2025-12-12T20:26:52.167751] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-12T20:26:52.167781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-12T20:26:52.179168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-12T20:26:52.179765] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-12T20:26:52.180758] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-12T20:26:52.180822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:52.180854] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:52.180879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:52.180933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:52.239943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:52.240786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:52.240867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:52.240899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:52.360225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:52.360387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:52.360427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:52.360456] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:52.363882] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-12T20:26:52.364179] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-12T20:26:52.364324] [INFO ] [sig       ] MBIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:52.505147] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBIO.txt
[2025-12-12T20:26:52.505301] [INFO ] [sig       ] [2016/3596] Completed MBIO in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:52.505346] [INFO ] [sig       ] [2017/3596] Forecasting MBLY...
[2025-12-12T20:26:52.505381] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-12T20:26:52.505410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-12T20:26:52.516945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-12T20:26:52.517235] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-12T20:26:52.517992] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-12T20:26:52.518043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:52.518073] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:52.518099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:52.518158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:52.577358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:52.578241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:52.578336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:52.578368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:52.698221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:52.698389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:52.698429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:52.698459] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:52.701878] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-12T20:26:52.702162] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-12T20:26:52.702288] [INFO ] [sig       ] MBLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:52.843851] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBLY.txt
[2025-12-12T20:26:52.844012] [INFO ] [sig       ] [2017/3596] Completed MBLY in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.3m
[2025-12-12T20:26:52.844051] [INFO ] [sig       ] [2018/3596] Forecasting MBS...
[2025-12-12T20:26:52.844081] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-12T20:26:52.844111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-12T20:26:52.855731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-12T20:26:52.856093] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-12T20:26:52.856913] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-12T20:26:52.856964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:52.856996] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:52.857022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:52.857077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:52.913912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:52.914624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:52.914701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:52.914732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:53.031995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:53.032149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:53.032189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:53.032217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:53.035760] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=43.16%)
[2025-12-12T20:26:53.036038] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-12T20:26:53.036159] [INFO ] [sig       ] MBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:53.177051] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MBS.txt
[2025-12-12T20:26:53.177211] [INFO ] [sig       ] [2018/3596] Completed MBS in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-12T20:26:53.177251] [INFO ] [sig       ] [2019/3596] Forecasting MBWM...
[2025-12-12T20:26:53.177281] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-12T20:26:53.177313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-12T20:26:53.189685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-12T20:26:53.190036] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-12T20:26:53.191056] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-12T20:26:53.191108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:53.191167] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:53.191196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:53.191255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:53.252085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:53.252968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:53.253047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:53.253081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:53.377860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:53.378017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:53.378063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:53.378092] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:53.381532] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-12-12T20:26:53.381833] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-12T20:26:53.381953] [INFO ] [sig       ] MBWM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:53.528331] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBWM.txt
[2025-12-12T20:26:53.528495] [INFO ] [sig       ] [2019/3596] Completed MBWM in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-12T20:26:53.528541] [INFO ] [sig       ] [2020/3596] Forecasting MBX...
[2025-12-12T20:26:53.528590] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-12T20:26:53.528624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-12T20:26:53.540314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-12T20:26:53.540656] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-12T20:26:53.541402] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-12T20:26:53.541655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:53.541688] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:53.541714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:53.541779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:53.603361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:53.604149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:53.604228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:53.604265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:53.734114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:53.734267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:53.734306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:53.734336] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:53.738037] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-12T20:26:53.738357] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-12T20:26:53.738492] [INFO ] [sig       ] MBX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:53.880532] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MBX.txt
[2025-12-12T20:26:53.880710] [INFO ] [sig       ] [2020/3596] Completed MBX in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-12T20:26:53.880749] [INFO ] [sig       ] [2021/3596] Forecasting MC...
[2025-12-12T20:26:53.880777] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-12T20:26:53.880809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-12T20:26:53.891992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-12T20:26:53.892332] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-12T20:26:53.893095] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-12T20:26:53.893147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:53.893178] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:53.893205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:53.893263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:53.950675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:53.951525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:53.951622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:53.951656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:54.071551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:54.071720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:54.071759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:54.071786] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:54.075029] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-12-12T20:26:54.075299] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-12T20:26:54.075432] [INFO ] [sig       ] MC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:54.214224] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MC.txt
[2025-12-12T20:26:54.214386] [INFO ] [sig       ] [2021/3596] Completed MC in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-12T20:26:54.214423] [INFO ] [sig       ] [2022/3596] Forecasting MCBS...
[2025-12-12T20:26:54.214452] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-12T20:26:54.214483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-12T20:26:54.228404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-12T20:26:54.228774] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-12T20:26:54.229523] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-12T20:26:54.229593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:54.229625] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:54.229651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:54.229706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:54.287007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:54.287854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:54.287933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:54.287965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:54.407869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:54.408033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:54.408072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:54.408099] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:54.411447] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-12T20:26:54.411749] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-12T20:26:54.411893] [INFO ] [sig       ] MCBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:54.553340] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MCBS.txt
[2025-12-12T20:26:54.553471] [INFO ] [sig       ] [2022/3596] Completed MCBS in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-12T20:26:54.553509] [INFO ] [sig       ] [2023/3596] Forecasting MCHI...
[2025-12-12T20:26:54.553538] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-12T20:26:54.553567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-12T20:26:54.566029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-12T20:26:54.566436] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-12T20:26:54.567390] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-12T20:26:54.567445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:54.567478] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:54.567505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:54.567561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:54.626354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:54.627128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:54.627210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:54.627244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:54.764525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:54.764699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:54.764759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:54.764788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:54.768241] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-12T20:26:54.768537] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-12T20:26:54.768713] [INFO ] [sig       ] MCHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:54.928894] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MCHI.txt
[2025-12-12T20:26:54.929127] [INFO ] [sig       ] [2023/3596] Completed MCHI in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:54.929183] [INFO ] [sig       ] [2024/3596] Forecasting MCHP...
[2025-12-12T20:26:54.929227] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-12T20:26:54.929269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-12T20:26:54.944001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-12T20:26:54.944390] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-12T20:26:54.945200] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-12T20:26:54.945253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:54.945286] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:54.945314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:54.945371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:55.007527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:55.008396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:55.008482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:55.008514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:55.162164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:55.162415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:55.162469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:55.162498] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:55.166078] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2025-12-12T20:26:55.166372] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-12T20:26:55.166502] [INFO ] [sig       ] MCHP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:55.310373] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MCHP.txt
[2025-12-12T20:26:55.310527] [INFO ] [sig       ] [2024/3596] Completed MCHP in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:55.310566] [INFO ] [sig       ] [2025/3596] Forecasting MCHX...
[2025-12-12T20:26:55.310625] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-12T20:26:55.310657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-12T20:26:55.324140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-12T20:26:55.324493] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-12T20:26:55.325455] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-12T20:26:55.325506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:55.325537] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:55.325564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:55.325642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:55.384222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:55.385132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:55.385241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:55.385285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:55.498995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:55.499147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:55.499187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:55.499218] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:55.502640] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=61.69%)
[2025-12-12T20:26:55.502921] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-12T20:26:55.503044] [INFO ] [sig       ] MCHX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:55.649804] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MCHX.txt
[2025-12-12T20:26:55.649956] [INFO ] [sig       ] [2025/3596] Completed MCHX in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:55.649998] [INFO ] [sig       ] [2026/3596] Forecasting MCI...
[2025-12-12T20:26:55.650026] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-12T20:26:55.650056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-12T20:26:55.662565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-12T20:26:55.662894] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-12T20:26:55.663690] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-12T20:26:55.663743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:55.663776] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:55.663803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:55.663859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:55.725396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:55.726252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:55.726333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:55.726368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:55.842638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:55.842790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:55.842829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:55.842856] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:55.846167] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2025-12-12T20:26:55.846437] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-12T20:26:55.846555] [INFO ] [sig       ] MCI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:55.989846] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MCI.txt
[2025-12-12T20:26:55.990009] [INFO ] [sig       ] [2026/3596] Completed MCI in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:55.990052] [INFO ] [sig       ] [2027/3596] Forecasting MCK...
[2025-12-12T20:26:55.990082] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-12T20:26:55.990112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-12T20:26:56.002583] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-12T20:26:56.002906] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-12T20:26:56.003717] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-12T20:26:56.003769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:56.003813] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:56.003841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:56.003899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:56.063416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:56.064707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:56.064792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:56.064825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:56.189162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:56.189312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:56.189352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:56.189380] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:56.193532] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-12T20:26:56.193823] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-12T20:26:56.193943] [INFO ] [sig       ] MCK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:56.350993] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MCK.txt
[2025-12-12T20:26:56.351149] [INFO ] [sig       ] [2027/3596] Completed MCK in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:56.351188] [INFO ] [sig       ] [2028/3596] Forecasting MCN...
[2025-12-12T20:26:56.351218] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-12T20:26:56.351249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-12T20:26:56.363006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-12T20:26:56.363398] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-12T20:26:56.364244] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-12T20:26:56.364297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:56.364327] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:56.364356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:56.364411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:56.426747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:56.427601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:56.427681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:56.427714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:56.553693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:56.553848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:56.553889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:56.553927] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:56.557475] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-12T20:26:56.557810] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-12T20:26:56.557963] [INFO ] [sig       ] MCN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:56.704189] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MCN.txt
[2025-12-12T20:26:56.704342] [INFO ] [sig       ] [2028/3596] Completed MCN in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:56.704380] [INFO ] [sig       ] [2029/3596] Forecasting MCO...
[2025-12-12T20:26:56.704410] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-12T20:26:56.704439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-12T20:26:56.719016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-12T20:26:56.719400] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-12T20:26:56.720285] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-12T20:26:56.720347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:56.720382] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:56.720409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:56.720465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:56.778802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:56.779439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:56.779552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:56.779605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:56.899027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:56.899176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:56.899215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:56.899243] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:56.902871] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-12T20:26:56.903149] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-12T20:26:56.903274] [INFO ] [sig       ] MCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:57.045988] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MCO.txt
[2025-12-12T20:26:57.046127] [INFO ] [sig       ] [2029/3596] Completed MCO in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:57.046164] [INFO ] [sig       ] [2030/3596] Forecasting MCRB...
[2025-12-12T20:26:57.046193] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-12T20:26:57.046222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-12T20:26:57.058612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-12T20:26:57.058990] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-12T20:26:57.059809] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-12T20:26:57.059861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:57.059892] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:57.059917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:57.059972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:57.117665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:57.118499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:57.118597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:57.118631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:57.234865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:57.235021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:57.235061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:57.235090] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:57.238542] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-12T20:26:57.238837] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-12T20:26:57.238959] [INFO ] [sig       ] MCRB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:57.383016] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MCRB.txt
[2025-12-12T20:26:57.383175] [INFO ] [sig       ] [2030/3596] Completed MCRB in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:57.383214] [INFO ] [sig       ] [2031/3596] Forecasting MCRI...
[2025-12-12T20:26:57.383244] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-12T20:26:57.383280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-12T20:26:57.395472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-12T20:26:57.395821] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-12T20:26:57.396563] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-12T20:26:57.396630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:57.396662] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:57.396688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:57.396744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:57.455700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:57.456423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:57.456514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:57.456546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:57.580128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:57.580281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:57.580328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:57.580362] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:57.583764] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-12T20:26:57.584028] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-12T20:26:57.584146] [INFO ] [sig       ] MCRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:57.723758] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MCRI.txt
[2025-12-12T20:26:57.723900] [INFO ] [sig       ] [2031/3596] Completed MCRI in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:57.723938] [INFO ] [sig       ] [2032/3596] Forecasting MCS...
[2025-12-12T20:26:57.723966] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-12T20:26:57.723995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-12T20:26:57.735547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-12T20:26:57.735874] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-12T20:26:57.736688] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-12T20:26:57.736739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:57.736770] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:57.736796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:57.736851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:57.793944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:57.794618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:57.794692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:57.794723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:57.915008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:57.915149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:57.915186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:57.915213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:57.918466] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-12-12T20:26:57.918753] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-12T20:26:57.918871] [INFO ] [sig       ] MCS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:58.060901] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MCS.txt
[2025-12-12T20:26:58.061107] [INFO ] [sig       ] [2032/3596] Completed MCS in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:58.061149] [INFO ] [sig       ] [2033/3596] Forecasting MCY...
[2025-12-12T20:26:58.061180] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-12T20:26:58.061214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-12T20:26:58.072690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-12T20:26:58.072979] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-12T20:26:58.073769] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-12T20:26:58.073820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:58.073852] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:58.073878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:58.073932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:58.131168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:58.132004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:58.132083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:58.132116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:58.251362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:58.251516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:58.251556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:58.251604] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:58.254989] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-12T20:26:58.255270] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-12T20:26:58.255397] [INFO ] [sig       ] MCY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:58.390860] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MCY.txt
[2025-12-12T20:26:58.390994] [INFO ] [sig       ] [2033/3596] Completed MCY in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:58.391032] [INFO ] [sig       ] [2034/3596] Forecasting MD...
[2025-12-12T20:26:58.391060] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-12T20:26:58.391091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-12T20:26:58.402492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-12T20:26:58.402782] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-12T20:26:58.403519] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-12T20:26:58.403585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:58.403618] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:58.403644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:58.403698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:58.460756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:58.461464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:58.461541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:58.461589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:58.582592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:58.582730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:58.582769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:58.582796] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:58.586094] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-12-12T20:26:58.586357] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-12T20:26:58.586477] [INFO ] [sig       ] MD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:26:58.727616] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MD.txt
[2025-12-12T20:26:58.727774] [INFO ] [sig       ] [2034/3596] Completed MD in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 9.2m
[2025-12-12T20:26:58.727814] [INFO ] [sig       ] [2035/3596] Forecasting MDAI...
[2025-12-12T20:26:58.727842] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-12T20:26:58.727873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-12T20:26:58.739521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-12T20:26:58.739870] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-12T20:26:58.740687] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-12T20:26:58.740738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:58.740769] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:58.740795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:58.740849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:58.797340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:58.798030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:58.798113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:58.798145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:58.915416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:58.915563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:58.915620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:58.915649] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:58.919048] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-12T20:26:58.919317] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-12T20:26:58.919434] [INFO ] [sig       ] MDAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:59.057617] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MDAI.txt
[2025-12-12T20:26:59.057759] [INFO ] [sig       ] [2035/3596] Completed MDAI in 0.3s | 2.85 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-12T20:26:59.057796] [INFO ] [sig       ] [2036/3596] Forecasting MDB...
[2025-12-12T20:26:59.057824] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-12T20:26:59.057853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-12T20:26:59.070012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-12T20:26:59.070352] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-12T20:26:59.071120] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-12T20:26:59.071171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:59.071226] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:59.071253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:59.071309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:59.128912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:59.129799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:59.129875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:59.129906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:59.254242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:59.254398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:59.254438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:59.254465] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:59.257739] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-12T20:26:59.258007] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-12T20:26:59.258124] [INFO ] [sig       ] MDB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:59.393765] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MDB.txt
[2025-12-12T20:26:59.393897] [INFO ] [sig       ] [2036/3596] Completed MDB in 0.3s | 2.85 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-12T20:26:59.393935] [INFO ] [sig       ] [2037/3596] Forecasting MDGL...
[2025-12-12T20:26:59.393964] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-12T20:26:59.393993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-12T20:26:59.406032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-12T20:26:59.406317] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-12T20:26:59.407089] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-12T20:26:59.407139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:59.407169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:59.407194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:59.407248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:59.463387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:59.464166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:59.464243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:59.464274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:59.580738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:59.580887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:59.580927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:59.580954] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:59.584261] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=34.85%)
[2025-12-12T20:26:59.584534] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-12T20:26:59.584676] [INFO ] [sig       ] MDGL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:26:59.720903] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MDGL.txt
[2025-12-12T20:26:59.721042] [INFO ] [sig       ] [2037/3596] Completed MDGL in 0.3s | 2.85 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-12T20:26:59.721079] [INFO ] [sig       ] [2038/3596] Forecasting MDLZ...
[2025-12-12T20:26:59.721109] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-12T20:26:59.721140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-12T20:26:59.732641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-12T20:26:59.732938] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-12T20:26:59.733749] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-12T20:26:59.733801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:26:59.733832] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:26:59.733857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:26:59.733924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:26:59.792349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:26:59.793153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:26:59.793234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:26:59.793267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:26:59.914771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:26:59.914938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:26:59.914984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:26:59.915013] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:26:59.918403] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-12T20:26:59.918703] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-12T20:26:59.918830] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:00.061141] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MDLZ.txt
[2025-12-12T20:27:00.061294] [INFO ] [sig       ] [2038/3596] Completed MDLZ in 0.3s | 2.85 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-12T20:27:00.061334] [INFO ] [sig       ] [2039/3596] Forecasting MDWD...
[2025-12-12T20:27:00.061365] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-12T20:27:00.061413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-12T20:27:00.077976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-12T20:27:00.078565] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-12T20:27:00.079769] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-12T20:27:00.079836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:00.079879] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:00.079917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:00.080001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:00.144337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:00.145453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:00.145549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:00.145609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:00.264953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:00.265106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:00.265145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:00.265205] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:00.268522] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-12-12T20:27:00.268820] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-12T20:27:00.268942] [INFO ] [sig       ] MDWD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:00.407987] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MDWD.txt
[2025-12-12T20:27:00.408133] [INFO ] [sig       ] [2039/3596] Completed MDWD in 0.3s | 2.85 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-12T20:27:00.408173] [INFO ] [sig       ] [2040/3596] Forecasting MDXG...
[2025-12-12T20:27:00.408201] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-12T20:27:00.408233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-12T20:27:00.421173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-12T20:27:00.421468] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-12T20:27:00.422261] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-12T20:27:00.422323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:00.422356] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:00.422382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:00.422438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:00.480266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:00.481134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:00.481214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:00.481247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:00.603077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:00.603240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:00.603288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:00.603319] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:00.606924] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=30.87%)
[2025-12-12T20:27:00.607249] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-12T20:27:00.607384] [INFO ] [sig       ] MDXG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:00.749205] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MDXG.txt
[2025-12-12T20:27:00.749349] [INFO ] [sig       ] [2040/3596] Completed MDXG in 0.3s | 2.85 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-12T20:27:00.749386] [INFO ] [sig       ] [2041/3596] Forecasting MDXH...
[2025-12-12T20:27:00.749414] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-12T20:27:00.749444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-12T20:27:00.761335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-12T20:27:00.761746] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-12T20:27:00.762611] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-12T20:27:00.762665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:00.762698] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:00.762725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:00.762783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:00.821643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:00.822358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:00.822434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:00.822466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:00.941980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:00.942137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:00.942176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:00.942205] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:00.945816] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-12T20:27:00.946183] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-12T20:27:00.946319] [INFO ] [sig       ] MDXH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:01.091843] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MDXH.txt
[2025-12-12T20:27:01.092043] [INFO ] [sig       ] [2041/3596] Completed MDXH in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:01.092106] [INFO ] [sig       ] [2042/3596] Forecasting MEC...
[2025-12-12T20:27:01.092152] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-12T20:27:01.092200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-12T20:27:01.103679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-12T20:27:01.103960] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-12T20:27:01.104749] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-12T20:27:01.104800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:01.104832] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:01.104859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:01.104915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:01.162462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:01.163224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:01.163304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:01.163336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:01.281360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:01.281515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:01.281554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:01.281602] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:01.285135] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-12T20:27:01.285419] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-12T20:27:01.285544] [INFO ] [sig       ] MEC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:01.432020] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MEC.txt
[2025-12-12T20:27:01.432205] [INFO ] [sig       ] [2042/3596] Completed MEC in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:01.432252] [INFO ] [sig       ] [2043/3596] Forecasting MED...
[2025-12-12T20:27:01.432283] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-12T20:27:01.432313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-12T20:27:01.444629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-12T20:27:01.445014] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-12T20:27:01.445840] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-12T20:27:01.445893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:01.445925] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:01.445951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:01.446006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:01.505120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:01.506050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:01.506133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:01.506166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:01.631656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:01.631813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:01.631851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:01.631879] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:01.635368] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2025-12-12T20:27:01.635707] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-12T20:27:01.635841] [INFO ] [sig       ] MED: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:01.782993] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MED.txt
[2025-12-12T20:27:01.783167] [INFO ] [sig       ] [2043/3596] Completed MED in 0.4s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:01.783207] [INFO ] [sig       ] [2044/3596] Forecasting MEDP...
[2025-12-12T20:27:01.783235] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-12T20:27:01.783267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-12T20:27:01.795695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-12T20:27:01.796089] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-12T20:27:01.796937] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-12T20:27:01.796989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:01.797020] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:01.797045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:01.797104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:01.854946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:01.855850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:01.855929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:01.855961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:01.976849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:01.977000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:01.977040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:01.977068] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:01.980595] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-12T20:27:01.980861] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-12T20:27:01.980984] [INFO ] [sig       ] MEDP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:02.124096] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MEDP.txt
[2025-12-12T20:27:02.124265] [INFO ] [sig       ] [2044/3596] Completed MEDP in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:02.124305] [INFO ] [sig       ] [2045/3596] Forecasting MEG...
[2025-12-12T20:27:02.124334] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-12T20:27:02.124366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-12T20:27:02.137444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-12T20:27:02.137847] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-12T20:27:02.138663] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-12T20:27:02.138714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:02.138745] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:02.138770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:02.138825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:02.201727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:02.202679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:02.202765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:02.202800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:02.323653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:02.323813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:02.323853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:02.323881] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:02.327212] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-12T20:27:02.327507] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-12T20:27:02.327648] [INFO ] [sig       ] MEG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:02.467174] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MEG.txt
[2025-12-12T20:27:02.467313] [INFO ] [sig       ] [2045/3596] Completed MEG in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:02.467351] [INFO ] [sig       ] [2046/3596] Forecasting MEGI...
[2025-12-12T20:27:02.467379] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-12T20:27:02.467418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-12T20:27:02.479322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-12T20:27:02.479646] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-12T20:27:02.480467] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-12T20:27:02.480529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:02.480586] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:02.480623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:02.480679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:02.538198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:02.538870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:02.538971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:02.539003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:02.659498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:02.659677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:02.659717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:02.659766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:02.663307] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-12T20:27:02.663662] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-12T20:27:02.663801] [INFO ] [sig       ] MEGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:02.827755] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MEGI.txt
[2025-12-12T20:27:02.827912] [INFO ] [sig       ] [2046/3596] Completed MEGI in 0.4s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:02.827953] [INFO ] [sig       ] [2047/3596] Forecasting MEI...
[2025-12-12T20:27:02.827985] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-12T20:27:02.828018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-12T20:27:02.839291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-12T20:27:02.839648] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-12T20:27:02.840670] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-12T20:27:02.840726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:02.840759] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:02.840787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:02.840850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:02.900799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:02.901636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:02.901715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:02.901749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:03.028804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:03.029078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:03.029157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:03.029188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:03.032810] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-12T20:27:03.033099] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-12T20:27:03.033224] [INFO ] [sig       ] MEI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:03.187509] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MEI.txt
[2025-12-12T20:27:03.187689] [INFO ] [sig       ] [2047/3596] Completed MEI in 0.4s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:03.187728] [INFO ] [sig       ] [2048/3596] Forecasting MELI...
[2025-12-12T20:27:03.187758] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-12T20:27:03.187788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-12T20:27:03.199944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-12T20:27:03.200360] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-12T20:27:03.201203] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-12T20:27:03.201257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:03.201289] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:03.201326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:03.201392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:03.264809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:03.265689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:03.265771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:03.265805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:03.389190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:03.389340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:03.389381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:03.389409] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:03.393013] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=83.14%)
[2025-12-12T20:27:03.393293] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-12T20:27:03.393415] [INFO ] [sig       ] MELI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:03.549061] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MELI.txt
[2025-12-12T20:27:03.549209] [INFO ] [sig       ] [2048/3596] Completed MELI in 0.4s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:03.549248] [INFO ] [sig       ] [2049/3596] Forecasting MEOH...
[2025-12-12T20:27:03.549280] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-12T20:27:03.549311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-12T20:27:03.561313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-12T20:27:03.561629] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-12T20:27:03.562395] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-12T20:27:03.562446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:03.562477] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:03.562503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:03.562558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:03.622247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:03.622962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:03.623039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:03.623072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:03.748085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:03.748272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:03.748314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:03.748342] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:03.751902] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-12T20:27:03.752178] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-12T20:27:03.752297] [INFO ] [sig       ] MEOH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:03.891054] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MEOH.txt
[2025-12-12T20:27:03.891219] [INFO ] [sig       ] [2049/3596] Completed MEOH in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:03.891259] [INFO ] [sig       ] [2050/3596] Forecasting MERC...
[2025-12-12T20:27:03.891288] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-12T20:27:03.891318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-12T20:27:03.902359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-12T20:27:03.902691] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-12T20:27:03.903436] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-12T20:27:03.903487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:03.903517] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:03.903544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:03.903620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:03.961105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:03.961892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:03.961971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:03.962003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:04.080972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:04.081125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:04.081165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:04.081193] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:04.084564] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-12T20:27:04.084857] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-12T20:27:04.084980] [INFO ] [sig       ] MERC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:04.230516] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MERC.txt
[2025-12-12T20:27:04.230714] [INFO ] [sig       ] [2050/3596] Completed MERC in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.1m
[2025-12-12T20:27:04.230756] [INFO ] [sig       ] [2051/3596] Forecasting META...
[2025-12-12T20:27:04.230795] [INFO ] [sig       ] Generating forecast for: META
[2025-12-12T20:27:04.230835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-12T20:27:04.242522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-12T20:27:04.242954] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-12T20:27:04.243827] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-12T20:27:04.243883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:04.243944] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:04.243975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:04.244033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:04.301289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:04.302088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:04.302166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:04.302197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:04.430541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:04.430720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:04.430760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:04.430788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:04.434160] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-12T20:27:04.434455] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-12T20:27:04.434603] [INFO ] [sig       ] META: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:04.583599] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/META.txt
[2025-12-12T20:27:04.583769] [INFO ] [sig       ] [2051/3596] Completed META in 0.4s | 2.85 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-12T20:27:04.583821] [INFO ] [sig       ] [2052/3596] Forecasting METC...
[2025-12-12T20:27:04.583858] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-12T20:27:04.583888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-12T20:27:04.595354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-12T20:27:04.595723] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-12T20:27:04.596508] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-12T20:27:04.596562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:04.596614] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:04.596643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:04.596701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:04.653880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:04.654677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:04.654754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:04.654786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:04.770675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:04.770829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:04.770869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:04.770900] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:04.774212] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-12T20:27:04.774516] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-12T20:27:04.774665] [INFO ] [sig       ] METC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:04.914992] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/METC.txt
[2025-12-12T20:27:04.915171] [INFO ] [sig       ] [2052/3596] Completed METC in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-12T20:27:04.915218] [INFO ] [sig       ] [2053/3596] Forecasting METCB...
[2025-12-12T20:27:04.915250] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-12T20:27:04.915280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-12T20:27:04.926926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-12T20:27:04.927205] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-12T20:27:04.928078] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-12T20:27:04.928140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:04.928215] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:04.928261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:04.928320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:04.991917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:04.992754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:04.992833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:04.992865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:05.115869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:05.116032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:05.116074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:05.116101] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:05.119520] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-12T20:27:05.119857] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-12T20:27:05.120003] [INFO ] [sig       ] METCB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:05.255665] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/METCB.txt
[2025-12-12T20:27:05.255793] [INFO ] [sig       ] [2053/3596] Completed METCB in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-12T20:27:05.255831] [INFO ] [sig       ] [2054/3596] Forecasting METD...
[2025-12-12T20:27:05.255860] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-12T20:27:05.255890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-12T20:27:05.267312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-12T20:27:05.267620] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-12T20:27:05.268364] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-12T20:27:05.268414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:05.268444] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:05.268470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:05.268525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:05.327709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:05.328461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:05.328546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:05.328596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:05.453184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:05.453334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:05.453371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:05.453399] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:05.456779] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-12T20:27:05.457054] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-12T20:27:05.457178] [INFO ] [sig       ] METD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:05.595882] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/METD.txt
[2025-12-12T20:27:05.596049] [INFO ] [sig       ] [2054/3596] Completed METD in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-12T20:27:05.596100] [INFO ] [sig       ] [2055/3596] Forecasting MFA...
[2025-12-12T20:27:05.596132] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-12T20:27:05.596164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-12T20:27:05.610192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-12T20:27:05.610594] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-12T20:27:05.611352] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-12T20:27:05.611402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:05.611433] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:05.611463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:05.611530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:05.668761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:05.669538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:05.669641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:05.669676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:05.792515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:05.792683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:05.792728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:05.792756] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:05.796080] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-12T20:27:05.796360] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-12T20:27:05.796488] [INFO ] [sig       ] MFA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:05.935204] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MFA.txt
[2025-12-12T20:27:05.935361] [INFO ] [sig       ] [2055/3596] Completed MFA in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-12T20:27:05.935398] [INFO ] [sig       ] [2056/3596] Forecasting MFC...
[2025-12-12T20:27:05.935428] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-12T20:27:05.935458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-12T20:27:05.946874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-12T20:27:05.947253] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-12T20:27:05.948022] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-12T20:27:05.948072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:05.948102] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:05.948128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:05.948182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:06.004676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:06.005491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:06.005592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:06.005626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:06.122348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:06.122499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:06.122537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:06.122615] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:06.126042] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=31.83%)
[2025-12-12T20:27:06.126310] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-12T20:27:06.126443] [INFO ] [sig       ] MFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:06.268024] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MFC.txt
[2025-12-12T20:27:06.268181] [INFO ] [sig       ] [2056/3596] Completed MFC in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-12T20:27:06.268219] [INFO ] [sig       ] [2057/3596] Forecasting MFG...
[2025-12-12T20:27:06.268250] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-12T20:27:06.268281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-12T20:27:06.280905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-12T20:27:06.281250] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-12T20:27:06.282140] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-12T20:27:06.282192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:06.282223] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:06.282250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:06.282306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:06.340123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:06.340834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:06.340911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:06.340944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:06.463051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:06.463197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:06.463235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:06.463262] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:06.466605] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-12-12T20:27:06.466871] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-12T20:27:06.466987] [INFO ] [sig       ] MFG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:06.603562] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MFG.txt
[2025-12-12T20:27:06.603709] [INFO ] [sig       ] [2057/3596] Completed MFG in 0.3s | 2.85 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-12T20:27:06.603746] [INFO ] [sig       ] [2058/3596] Forecasting MFI...
[2025-12-12T20:27:06.603775] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-12T20:27:06.603805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-12T20:27:06.615934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-12T20:27:06.616209] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-12T20:27:06.616999] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-12T20:27:06.617049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:06.617079] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:06.617104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:06.617159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:06.677125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:06.677826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:06.677899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:06.677930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:06.794365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:06.794507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:06.794547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:06.794608] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:06.797857] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-12T20:27:06.798130] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-12T20:27:06.798247] [INFO ] [sig       ] MFI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:06.936132] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MFI.txt
[2025-12-12T20:27:06.936262] [INFO ] [sig       ] [2058/3596] Completed MFI in 0.3s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:06.936301] [INFO ] [sig       ] [2059/3596] Forecasting MFIC...
[2025-12-12T20:27:06.936332] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-12T20:27:06.936365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-12T20:27:06.949129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-12T20:27:06.949483] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-12T20:27:06.950332] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-12T20:27:06.950385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:06.950416] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:06.950443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:06.950500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:07.010476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:07.011366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:07.011450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:07.011481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:07.140307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:07.140458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:07.140500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:07.140530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:07.144155] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-12T20:27:07.144445] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-12T20:27:07.144588] [INFO ] [sig       ] MFIC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:07.293620] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MFIC.txt
[2025-12-12T20:27:07.293787] [INFO ] [sig       ] [2059/3596] Completed MFIC in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:07.293828] [INFO ] [sig       ] [2060/3596] Forecasting MFIN...
[2025-12-12T20:27:07.293857] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-12T20:27:07.293888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-12T20:27:07.305032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-12T20:27:07.305340] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-12T20:27:07.306146] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-12T20:27:07.306199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:07.306231] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:07.306258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:07.306315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:07.368371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:07.369171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:07.369267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:07.369302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:07.492773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:07.492939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:07.492980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:07.493009] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:07.496831] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-12T20:27:07.497165] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-12T20:27:07.497296] [INFO ] [sig       ] MFIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:07.636981] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MFIN.txt
[2025-12-12T20:27:07.637127] [INFO ] [sig       ] [2060/3596] Completed MFIN in 0.3s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:07.637164] [INFO ] [sig       ] [2061/3596] Forecasting MFM...
[2025-12-12T20:27:07.637194] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-12T20:27:07.637223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-12T20:27:07.648229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-12T20:27:07.648526] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-12T20:27:07.649493] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-12T20:27:07.649545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:07.649596] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:07.649625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:07.649680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:07.712094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:07.713158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:07.713240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:07.713273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:07.838485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:07.838656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:07.838698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:07.838728] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:07.842188] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-12-12T20:27:07.842525] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-12T20:27:07.842704] [INFO ] [sig       ] MFM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:07.990790] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MFM.txt
[2025-12-12T20:27:07.990952] [INFO ] [sig       ] [2061/3596] Completed MFM in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:07.990990] [INFO ] [sig       ] [2062/3596] Forecasting MG...
[2025-12-12T20:27:07.991017] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-12T20:27:07.991048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-12T20:27:08.002425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-12T20:27:08.002854] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-12T20:27:08.003875] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-12T20:27:08.003938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:08.003977] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:08.004047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:08.004127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:08.065058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:08.066348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:08.066476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:08.066512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:08.188907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:08.189134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:08.189179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:08.189209] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:08.197356] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-12-12T20:27:08.197715] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-12T20:27:08.197863] [INFO ] [sig       ] MG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:08.340789] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MG.txt
[2025-12-12T20:27:08.341006] [INFO ] [sig       ] [2062/3596] Completed MG in 0.3s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:08.341052] [INFO ] [sig       ] [2063/3596] Forecasting MGA...
[2025-12-12T20:27:08.341084] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-12T20:27:08.341116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-12T20:27:08.356173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-12T20:27:08.356658] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-12T20:27:08.357976] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-12T20:27:08.358029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:08.358061] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:08.358088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:08.358146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:08.417251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:08.418454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:08.418556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:08.418652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:08.564394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:08.564656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:08.564722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:08.564763] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:08.569432] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-12T20:27:08.569863] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-12T20:27:08.570049] [INFO ] [sig       ] MGA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:08.743657] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MGA.txt
[2025-12-12T20:27:08.743900] [INFO ] [sig       ] [2063/3596] Completed MGA in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:08.743961] [INFO ] [sig       ] [2064/3596] Forecasting MGEE...
[2025-12-12T20:27:08.743996] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-12T20:27:08.744030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-12T20:27:08.758621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-12T20:27:08.759143] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-12T20:27:08.760400] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-12T20:27:08.760459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:08.760504] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:08.760542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:08.760657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:08.835333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:08.836514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:08.836646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:08.836694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:08.973825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:08.974075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:08.974126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:08.974154] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:08.978748] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-12T20:27:08.979159] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-12T20:27:08.979309] [INFO ] [sig       ] MGEE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:09.140804] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MGEE.txt
[2025-12-12T20:27:09.141033] [INFO ] [sig       ] [2064/3596] Completed MGEE in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:09.141077] [INFO ] [sig       ] [2065/3596] Forecasting MGIC...
[2025-12-12T20:27:09.141108] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-12T20:27:09.141161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-12T20:27:09.155710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-12T20:27:09.156247] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-12T20:27:09.157277] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-12T20:27:09.157331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:09.157364] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:09.157413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:09.157490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:09.218472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:09.219700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:09.219821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:09.219859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:09.358389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:09.358690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:09.358738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:09.358791] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:09.363214] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-12T20:27:09.363566] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-12T20:27:09.363755] [INFO ] [sig       ] MGIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:09.516037] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MGIC.txt
[2025-12-12T20:27:09.516272] [INFO ] [sig       ] [2065/3596] Completed MGIC in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:09.516317] [INFO ] [sig       ] [2066/3596] Forecasting MGM...
[2025-12-12T20:27:09.516347] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-12T20:27:09.516393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-12T20:27:09.533171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-12T20:27:09.533789] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-12T20:27:09.534857] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-12T20:27:09.534912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:09.534945] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:09.534973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:09.535032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:09.602410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:09.603660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:09.603769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:09.603809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:09.735381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:09.735632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:09.735682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:09.735712] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:09.740692] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-12T20:27:09.741187] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-12T20:27:09.741366] [INFO ] [sig       ] MGM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:09.903482] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MGM.txt
[2025-12-12T20:27:09.903848] [INFO ] [sig       ] [2066/3596] Completed MGM in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:09.903916] [INFO ] [sig       ] [2067/3596] Forecasting MGNI...
[2025-12-12T20:27:09.903960] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-12T20:27:09.904005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-12T20:27:09.919169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-12T20:27:09.919863] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-12T20:27:09.921111] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-12T20:27:09.921172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:09.921206] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:09.921232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:09.921290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:09.987676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:09.989021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:09.989124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:09.989162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:10.122522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:10.122776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:10.122823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:10.122859] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:10.127140] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-12T20:27:10.127484] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-12T20:27:10.127659] [INFO ] [sig       ] MGNI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:10.280691] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MGNI.txt
[2025-12-12T20:27:10.280909] [INFO ] [sig       ] [2067/3596] Completed MGNI in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:10.280960] [INFO ] [sig       ] [2068/3596] Forecasting MGNX...
[2025-12-12T20:27:10.280992] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-12T20:27:10.281027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-12T20:27:10.296448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-12T20:27:10.297183] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-12T20:27:10.298419] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-12T20:27:10.298475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:10.298515] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:10.298543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:10.298620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:10.362436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:10.363677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:10.363781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:10.363816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:10.489900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:10.490129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:10.490176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:10.490204] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:10.494162] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-12T20:27:10.494512] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-12T20:27:10.494677] [INFO ] [sig       ] MGNX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:10.644303] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MGNX.txt
[2025-12-12T20:27:10.644524] [INFO ] [sig       ] [2068/3596] Completed MGNX in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 9.0m
[2025-12-12T20:27:10.644567] [INFO ] [sig       ] [2069/3596] Forecasting MGPI...
[2025-12-12T20:27:10.644624] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-12T20:27:10.644657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-12T20:27:10.658167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-12T20:27:10.658689] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-12T20:27:10.659716] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-12T20:27:10.659790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:10.659824] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:10.659851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:10.659908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:10.723946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:10.725062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:10.725162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:10.725198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:10.856416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:10.856670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:10.856724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:10.856759] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:10.861399] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-12T20:27:10.861762] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-12T20:27:10.861911] [INFO ] [sig       ] MGPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:11.015157] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MGPI.txt
[2025-12-12T20:27:11.015380] [INFO ] [sig       ] [2069/3596] Completed MGPI in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-12T20:27:11.015430] [INFO ] [sig       ] [2070/3596] Forecasting MGRC...
[2025-12-12T20:27:11.015463] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-12T20:27:11.015496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-12T20:27:11.029985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-12T20:27:11.030550] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-12T20:27:11.031614] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-12T20:27:11.031674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:11.031747] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:11.031776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:11.031835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:11.097113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:11.098330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:11.098437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:11.098470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:11.227306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:11.227539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:11.227609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:11.227653] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:11.231889] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-12T20:27:11.232211] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-12T20:27:11.232351] [INFO ] [sig       ] MGRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:11.388011] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MGRC.txt
[2025-12-12T20:27:11.388190] [INFO ] [sig       ] [2070/3596] Completed MGRC in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-12T20:27:11.388231] [INFO ] [sig       ] [2071/3596] Forecasting MGTX...
[2025-12-12T20:27:11.388285] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-12T20:27:11.388316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-12T20:27:11.403819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-12T20:27:11.404339] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-12T20:27:11.405176] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-12T20:27:11.405229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:11.405259] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:11.405284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:11.405338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:11.464417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:11.465297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:11.465381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:11.465413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:11.584074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:11.584291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:11.584334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:11.584361] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:11.587711] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-12T20:27:11.587991] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-12T20:27:11.588117] [INFO ] [sig       ] MGTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:11.732246] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MGTX.txt
[2025-12-12T20:27:11.732389] [INFO ] [sig       ] [2071/3596] Completed MGTX in 0.3s | 2.84 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-12T20:27:11.732429] [INFO ] [sig       ] [2072/3596] Forecasting MGX...
[2025-12-12T20:27:11.732470] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-12T20:27:11.732510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-12T20:27:11.744622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-12T20:27:11.744960] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-12T20:27:11.745781] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-12T20:27:11.745833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:11.745865] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:11.745893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:11.745949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:11.805940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:11.806666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:11.806760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:11.806800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:11.925715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:11.925877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:11.925914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:11.925942] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:11.929345] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=39.46%)
[2025-12-12T20:27:11.929658] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-12T20:27:11.929809] [INFO ] [sig       ] MGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:12.076024] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MGX.txt
[2025-12-12T20:27:12.076239] [INFO ] [sig       ] [2072/3596] Completed MGX in 0.3s | 2.85 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-12T20:27:12.076291] [INFO ] [sig       ] [2073/3596] Forecasting MGY...
[2025-12-12T20:27:12.076331] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-12T20:27:12.076377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-12T20:27:12.090913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-12T20:27:12.091439] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-12T20:27:12.092379] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-12T20:27:12.092436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:12.092470] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:12.092499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:12.092597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:12.151351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:12.152484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:12.152601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:12.152637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:12.276316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:12.276554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:12.276620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:12.276693] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:12.280631] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-12T20:27:12.280951] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-12T20:27:12.281088] [INFO ] [sig       ] MGY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:12.429770] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MGY.txt
[2025-12-12T20:27:12.430050] [INFO ] [sig       ] [2073/3596] Completed MGY in 0.4s | 2.85 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-12T20:27:12.430094] [INFO ] [sig       ] [2074/3596] Forecasting MHD...
[2025-12-12T20:27:12.430123] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-12T20:27:12.430157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-12T20:27:12.446934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-12T20:27:12.447413] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-12T20:27:12.448506] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-12T20:27:12.448601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:12.448644] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:12.448678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:12.448751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:12.517361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:12.518306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:12.518401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:12.518435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:12.640513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:12.640717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:12.640758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:12.640786] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:12.644270] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-12T20:27:12.644644] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-12T20:27:12.644809] [INFO ] [sig       ] MHD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:12.793542] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MHD.txt
[2025-12-12T20:27:12.793724] [INFO ] [sig       ] [2074/3596] Completed MHD in 0.4s | 2.84 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:12.793767] [INFO ] [sig       ] [2075/3596] Forecasting MHF...
[2025-12-12T20:27:12.793799] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-12T20:27:12.793831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-12T20:27:12.806558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-12T20:27:12.806889] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-12T20:27:12.807698] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-12T20:27:12.807812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:12.807870] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:12.807910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:12.808168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:12.867396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:12.868247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:12.868327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:12.868361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:12.986558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:12.986727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:12.986768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:12.986796] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:12.990209] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-12T20:27:12.990488] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-12T20:27:12.990628] [INFO ] [sig       ] MHF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:13.131822] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MHF.txt
[2025-12-12T20:27:13.131988] [INFO ] [sig       ] [2075/3596] Completed MHF in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:13.132029] [INFO ] [sig       ] [2076/3596] Forecasting MHK...
[2025-12-12T20:27:13.132060] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-12T20:27:13.132093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-12T20:27:13.144540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-12T20:27:13.144935] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-12T20:27:13.145768] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-12T20:27:13.145821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:13.145853] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:13.145879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:13.145935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:13.204418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:13.205298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:13.205379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:13.205412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:13.319262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:13.319416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:13.319454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:13.319482] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:13.322837] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-12-12T20:27:13.323105] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-12T20:27:13.323222] [INFO ] [sig       ] MHK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:13.468319] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MHK.txt
[2025-12-12T20:27:13.468592] [INFO ] [sig       ] [2076/3596] Completed MHK in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:13.468647] [INFO ] [sig       ] [2077/3596] Forecasting MHN...
[2025-12-12T20:27:13.468681] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-12T20:27:13.468716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-12T20:27:13.483980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-12T20:27:13.484524] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-12T20:27:13.485481] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-12T20:27:13.485540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:13.485596] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:13.485628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:13.485687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:13.544826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:13.545959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:13.546055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:13.546089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:13.661253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:13.661486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:13.661530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:13.661560] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:13.665386] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2025-12-12T20:27:13.665715] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-12T20:27:13.665857] [INFO ] [sig       ] MHN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:13.808448] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MHN.txt
[2025-12-12T20:27:13.808641] [INFO ] [sig       ] [2077/3596] Completed MHN in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:13.808682] [INFO ] [sig       ] [2078/3596] Forecasting MHO...
[2025-12-12T20:27:13.808712] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-12T20:27:13.808744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-12T20:27:13.821768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-12T20:27:13.822139] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-12T20:27:13.822979] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-12T20:27:13.823032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:13.823063] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:13.823090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:13.823147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:13.879634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:13.880732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:13.880828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:13.880861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:14.001248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:14.001481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:14.001525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:14.001554] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:14.005306] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-12-12T20:27:14.005641] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-12T20:27:14.005779] [INFO ] [sig       ] MHO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:14.179888] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MHO.txt
[2025-12-12T20:27:14.180107] [INFO ] [sig       ] [2078/3596] Completed MHO in 0.4s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:14.180158] [INFO ] [sig       ] [2079/3596] Forecasting MIDD...
[2025-12-12T20:27:14.180188] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-12T20:27:14.180221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-12T20:27:14.194190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-12T20:27:14.194747] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-12T20:27:14.195839] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-12T20:27:14.195892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:14.195924] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:14.195951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:14.196192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:14.258804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:14.259956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:14.260065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:14.260102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:14.383907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:14.384136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:14.384179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:14.384208] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:14.388188] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-12T20:27:14.388530] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-12T20:27:14.388692] [INFO ] [sig       ] MIDD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:14.531268] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MIDD.txt
[2025-12-12T20:27:14.531489] [INFO ] [sig       ] [2079/3596] Completed MIDD in 0.4s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:14.531533] [INFO ] [sig       ] [2080/3596] Forecasting MIGI...
[2025-12-12T20:27:14.531563] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-12T20:27:14.531617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-12T20:27:14.545075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-12T20:27:14.545458] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-12T20:27:14.546271] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-12T20:27:14.546323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:14.546353] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:14.546379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:14.546434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:14.604161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:14.605182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:14.605301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:14.605334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:14.726128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:14.726279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:14.726317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:14.726346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:14.729674] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2025-12-12T20:27:14.729972] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-12T20:27:14.730114] [INFO ] [sig       ] MIGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:14.871722] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MIGI.txt
[2025-12-12T20:27:14.871876] [INFO ] [sig       ] [2080/3596] Completed MIGI in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:14.871920] [INFO ] [sig       ] [2081/3596] Forecasting MILN...
[2025-12-12T20:27:14.871948] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-12T20:27:14.871979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-12T20:27:14.885891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-12T20:27:14.886432] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-12T20:27:14.887392] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-12T20:27:14.887452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:14.887485] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:14.887513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:14.887600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:14.950720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:14.951864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:14.951967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:14.952002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:15.061371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:15.061615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:15.061662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:15.061693] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:15.065942] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-12T20:27:15.066459] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-12T20:27:15.066714] [INFO ] [sig       ] MILN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:15.215150] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MILN.txt
[2025-12-12T20:27:15.215354] [INFO ] [sig       ] [2081/3596] Completed MILN in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:15.215396] [INFO ] [sig       ] [2082/3596] Forecasting MIND...
[2025-12-12T20:27:15.215426] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-12T20:27:15.215459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-12T20:27:15.228380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-12T20:27:15.228867] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-12T20:27:15.229779] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-12T20:27:15.229831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:15.229862] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:15.229887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:15.229944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:15.287194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:15.288320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:15.288413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:15.288445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:15.415148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:15.415375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:15.415448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:15.415480] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:15.419398] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-12T20:27:15.419787] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-12T20:27:15.419936] [INFO ] [sig       ] MIND: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:15.558216] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MIND.txt
[2025-12-12T20:27:15.558395] [INFO ] [sig       ] [2082/3596] Completed MIND in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:15.558435] [INFO ] [sig       ] [2083/3596] Forecasting MIRA...
[2025-12-12T20:27:15.558464] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-12T20:27:15.558495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-12T20:27:15.571796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-12T20:27:15.572196] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-12T20:27:15.573116] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-12T20:27:15.573170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:15.573203] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:15.573228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:15.573284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:15.649629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:15.650695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:15.650778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:15.650811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:15.774994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:15.775162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:15.775201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:15.775230] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:15.778621] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-12-12T20:27:15.778909] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-12T20:27:15.779036] [INFO ] [sig       ] MIRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:15.920351] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MIRA.txt
[2025-12-12T20:27:15.920542] [INFO ] [sig       ] [2083/3596] Completed MIRA in 0.4s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:15.920603] [INFO ] [sig       ] [2084/3596] Forecasting MIRM...
[2025-12-12T20:27:15.920635] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-12T20:27:15.920666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-12T20:27:15.932229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-12T20:27:15.932625] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-12T20:27:15.933382] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-12T20:27:15.933434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:15.933465] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:15.933490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:15.933545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:15.990938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:15.991834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:15.991914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:15.991946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:16.110991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:16.111149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:16.111188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:16.111216] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:16.114560] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-12T20:27:16.114873] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-12T20:27:16.114991] [INFO ] [sig       ] MIRM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:16.254618] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MIRM.txt
[2025-12-12T20:27:16.254784] [INFO ] [sig       ] [2084/3596] Completed MIRM in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:16.254822] [INFO ] [sig       ] [2085/3596] Forecasting MITK...
[2025-12-12T20:27:16.254851] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-12T20:27:16.254882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-12T20:27:16.266758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-12T20:27:16.267144] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-12T20:27:16.267924] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-12T20:27:16.267975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:16.268005] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:16.268031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:16.268086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:16.325531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:16.326357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:16.326434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:16.326465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:16.448255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:16.448411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:16.448451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:16.448481] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:16.451900] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-12T20:27:16.452187] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-12T20:27:16.452309] [INFO ] [sig       ] MITK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:16.592909] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MITK.txt
[2025-12-12T20:27:16.593064] [INFO ] [sig       ] [2085/3596] Completed MITK in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.9m
[2025-12-12T20:27:16.593103] [INFO ] [sig       ] [2086/3596] Forecasting MIY...
[2025-12-12T20:27:16.593132] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-12T20:27:16.593164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-12T20:27:16.604760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-12T20:27:16.605092] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-12T20:27:16.605853] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-12T20:27:16.605903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:16.605946] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:16.605974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:16.606028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:16.662806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:16.663650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:16.663756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:16.663795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:16.779898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:16.780057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:16.780099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:16.780128] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:16.783453] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-12-12T20:27:16.783782] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-12T20:27:16.783907] [INFO ] [sig       ] MIY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:16.924990] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MIY.txt
[2025-12-12T20:27:16.925156] [INFO ] [sig       ] [2086/3596] Completed MIY in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-12T20:27:16.925194] [INFO ] [sig       ] [2087/3596] Forecasting MKC...
[2025-12-12T20:27:16.925223] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-12T20:27:16.925252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-12T20:27:16.936864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-12T20:27:16.937219] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-12T20:27:16.937988] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-12T20:27:16.938038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:16.938093] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:16.938121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:16.938176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:16.995699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:16.996530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:16.996629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:16.996662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:17.116272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:17.116433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:17.116473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:17.116501] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:17.119888] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-12T20:27:17.120188] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-12T20:27:17.120314] [INFO ] [sig       ] MKC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:17.261357] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MKC.txt
[2025-12-12T20:27:17.261515] [INFO ] [sig       ] [2087/3596] Completed MKC in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-12T20:27:17.261554] [INFO ] [sig       ] [2088/3596] Forecasting MKL...
[2025-12-12T20:27:17.261605] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-12T20:27:17.261638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-12T20:27:17.274663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-12T20:27:17.275146] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-12T20:27:17.276066] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-12T20:27:17.276120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:17.276151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:17.276177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:17.276232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:17.338081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:17.338877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:17.338965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:17.339000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:17.461085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:17.461246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:17.461300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:17.461333] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:17.465009] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=64.14%)
[2025-12-12T20:27:17.465287] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-12T20:27:17.465410] [INFO ] [sig       ] MKL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:17.615133] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MKL.txt
[2025-12-12T20:27:17.615285] [INFO ] [sig       ] [2088/3596] Completed MKL in 0.4s | 2.85 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-12T20:27:17.615325] [INFO ] [sig       ] [2089/3596] Forecasting MKSI...
[2025-12-12T20:27:17.615356] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-12T20:27:17.615386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-12T20:27:17.628241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-12T20:27:17.628664] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-12T20:27:17.629614] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-12T20:27:17.629668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:17.629702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:17.629729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:17.629816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:17.691089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:17.691920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:17.692010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:17.692043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:17.819861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:17.820014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:17.820054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:17.820081] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:17.824024] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-12-12T20:27:17.824312] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-12T20:27:17.824440] [INFO ] [sig       ] MKSI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:17.968905] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MKSI.txt
[2025-12-12T20:27:17.969057] [INFO ] [sig       ] [2089/3596] Completed MKSI in 0.4s | 2.85 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-12T20:27:17.969095] [INFO ] [sig       ] [2090/3596] Forecasting MKTX...
[2025-12-12T20:27:17.969132] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-12T20:27:17.969163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-12T20:27:17.982197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-12T20:27:17.982540] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-12T20:27:17.983338] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-12T20:27:17.983399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:17.983433] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:17.983459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:17.983515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:18.042547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:18.043320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:18.043400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:18.043433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:18.165041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:18.165190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:18.165230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:18.165289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:18.168767] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-12-12T20:27:18.169080] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-12T20:27:18.169205] [INFO ] [sig       ] MKTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:18.315423] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MKTX.txt
[2025-12-12T20:27:18.315566] [INFO ] [sig       ] [2090/3596] Completed MKTX in 0.3s | 2.85 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-12T20:27:18.315625] [INFO ] [sig       ] [2091/3596] Forecasting MLAB...
[2025-12-12T20:27:18.315657] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-12T20:27:18.315687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-12T20:27:18.327133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-12T20:27:18.327466] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-12T20:27:18.328277] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-12T20:27:18.328329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:18.328369] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:18.328406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:18.328475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:18.390612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:18.391384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:18.391465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:18.391498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:18.511469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:18.511664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:18.511711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:18.511738] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:18.515231] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2025-12-12T20:27:18.515512] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-12T20:27:18.515676] [INFO ] [sig       ] MLAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:18.668515] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MLAB.txt
[2025-12-12T20:27:18.668695] [INFO ] [sig       ] [2091/3596] Completed MLAB in 0.4s | 2.85 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-12T20:27:18.668737] [INFO ] [sig       ] [2092/3596] Forecasting MLCO...
[2025-12-12T20:27:18.668769] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-12T20:27:18.668803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-12T20:27:18.681288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-12T20:27:18.681629] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-12T20:27:18.682520] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-12T20:27:18.682599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:18.682634] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:18.682660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:18.682716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:18.743414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:18.744197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:18.744312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:18.744349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:18.873847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:18.874032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:18.874090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:18.874133] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:18.877594] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-12-12T20:27:18.877896] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-12T20:27:18.878052] [INFO ] [sig       ] MLCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:19.021300] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MLCO.txt
[2025-12-12T20:27:19.021442] [INFO ] [sig       ] [2092/3596] Completed MLCO in 0.4s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:19.021481] [INFO ] [sig       ] [2093/3596] Forecasting MLGO...
[2025-12-12T20:27:19.021510] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-12T20:27:19.021540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-12T20:27:19.033289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-12T20:27:19.033653] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-12T20:27:19.034434] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-12T20:27:19.034485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:19.034516] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:19.034541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:19.034618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:19.094567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:19.095295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:19.095373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:19.095405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:19.217822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:19.217979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:19.218020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:19.218065] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:19.221549] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-12T20:27:19.221922] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-12T20:27:19.222057] [INFO ] [sig       ] MLGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:19.364238] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MLGO.txt
[2025-12-12T20:27:19.364387] [INFO ] [sig       ] [2093/3596] Completed MLGO in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:19.364425] [INFO ] [sig       ] [2094/3596] Forecasting MLI...
[2025-12-12T20:27:19.364454] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-12T20:27:19.364484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-12T20:27:19.376410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-12T20:27:19.376784] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-12T20:27:19.377642] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-12T20:27:19.377698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:19.377743] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:19.377783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:19.377860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:19.437660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:19.438406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:19.438483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:19.438517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:19.565972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:19.566128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:19.566169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:19.566197] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:19.569704] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-12T20:27:19.570096] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-12T20:27:19.570255] [INFO ] [sig       ] MLI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:19.714616] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MLI.txt
[2025-12-12T20:27:19.714783] [INFO ] [sig       ] [2094/3596] Completed MLI in 0.4s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:19.714835] [INFO ] [sig       ] [2095/3596] Forecasting MLKN...
[2025-12-12T20:27:19.714866] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-12T20:27:19.714896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-12T20:27:19.728012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-12T20:27:19.728316] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-12T20:27:19.729129] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-12T20:27:19.729183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:19.729216] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:19.729243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:19.729300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:19.790745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:19.791475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:19.791552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:19.791667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:19.921721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:19.921871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:19.921927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:19.921968] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:19.925366] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-12T20:27:19.925660] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-12T20:27:19.925784] [INFO ] [sig       ] MLKN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:20.120173] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MLKN.txt
[2025-12-12T20:27:20.120320] [INFO ] [sig       ] [2095/3596] Completed MLKN in 0.4s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:20.120360] [INFO ] [sig       ] [2096/3596] Forecasting MLM...
[2025-12-12T20:27:20.120390] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-12T20:27:20.120420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-12T20:27:20.132106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-12T20:27:20.132406] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-12T20:27:20.133193] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-12T20:27:20.133246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:20.133277] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:20.133304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:20.133363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:20.192795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:20.193534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:20.193631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:20.193665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:20.320843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:20.321009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:20.321049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:20.321078] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:20.324508] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2025-12-12T20:27:20.324827] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-12T20:27:20.324960] [INFO ] [sig       ] MLM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:20.469049] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MLM.txt
[2025-12-12T20:27:20.469199] [INFO ] [sig       ] [2096/3596] Completed MLM in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:20.469239] [INFO ] [sig       ] [2097/3596] Forecasting MLP...
[2025-12-12T20:27:20.469268] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-12T20:27:20.469299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-12T20:27:20.484540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-12T20:27:20.485238] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-12T20:27:20.486431] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-12T20:27:20.486497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:20.486532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:20.486615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:20.486682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:20.549010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:20.550222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:20.550386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:20.550423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:20.672183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:20.672363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:20.672406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:20.672436] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:20.675904] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-12T20:27:20.676224] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-12T20:27:20.676362] [INFO ] [sig       ] MLP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:20.822315] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MLP.txt
[2025-12-12T20:27:20.822460] [INFO ] [sig       ] [2097/3596] Completed MLP in 0.4s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:20.822499] [INFO ] [sig       ] [2098/3596] Forecasting MLTX...
[2025-12-12T20:27:20.822530] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-12T20:27:20.822561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-12T20:27:20.834234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-12T20:27:20.834506] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-12T20:27:20.835303] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-12T20:27:20.835354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:20.835385] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:20.835411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:20.835471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:20.891612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:20.892299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:20.892380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:20.892414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:21.015600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:21.015766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:21.015809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:21.015840] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:21.019365] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-12T20:27:21.019692] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-12T20:27:21.019850] [INFO ] [sig       ] MLTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:21.166645] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MLTX.txt
[2025-12-12T20:27:21.166784] [INFO ] [sig       ] [2098/3596] Completed MLTX in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:21.166823] [INFO ] [sig       ] [2099/3596] Forecasting MLYS...
[2025-12-12T20:27:21.166854] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-12T20:27:21.166885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-12T20:27:21.178213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-12T20:27:21.178494] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-12T20:27:21.179267] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-12T20:27:21.179318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:21.179349] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:21.179375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:21.179429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:21.235536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:21.236174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:21.236250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:21.236282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:21.346013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:21.346157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:21.346196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:21.346223] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:21.349463] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-12T20:27:21.349777] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-12T20:27:21.349906] [INFO ] [sig       ] MLYS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:21.488232] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MLYS.txt
[2025-12-12T20:27:21.488370] [INFO ] [sig       ] [2099/3596] Completed MLYS in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:21.488408] [INFO ] [sig       ] [2100/3596] Forecasting MMC...
[2025-12-12T20:27:21.488437] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-12T20:27:21.488465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-12T20:27:21.502347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-12T20:27:21.502922] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-12T20:27:21.503830] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-12T20:27:21.503883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:21.503918] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:21.503946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:21.504004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:21.563673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:21.564690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:21.564777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:21.564809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:21.687004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:21.687163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:21.687203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:21.687231] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:21.690704] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-12T20:27:21.691004] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-12T20:27:21.691139] [INFO ] [sig       ] MMC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:21.857024] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MMC.txt
[2025-12-12T20:27:21.857244] [INFO ] [sig       ] [2100/3596] Completed MMC in 0.4s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:21.857285] [INFO ] [sig       ] [2101/3596] Forecasting MMD...
[2025-12-12T20:27:21.857315] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-12T20:27:21.857353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-12T20:27:21.871975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-12T20:27:21.872319] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-12T20:27:21.873151] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-12T20:27:21.873204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:21.873235] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:21.873263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:21.873319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:21.930846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:21.931609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:21.931689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:21.931720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:22.051284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:22.051450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:22.051492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:22.051520] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:22.055015] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-12T20:27:22.055299] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-12T20:27:22.055423] [INFO ] [sig       ] MMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:22.200499] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MMD.txt
[2025-12-12T20:27:22.200669] [INFO ] [sig       ] [2101/3596] Completed MMD in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:22.200709] [INFO ] [sig       ] [2102/3596] Forecasting MMLP...
[2025-12-12T20:27:22.200739] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-12T20:27:22.200770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-12T20:27:22.213267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-12T20:27:22.213643] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-12T20:27:22.214408] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-12T20:27:22.214459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:22.214489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:22.214514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:22.214589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:22.271027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:22.271659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:22.271736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:22.271767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:22.385511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:22.385682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:22.385726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:22.385755] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:22.389375] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-12T20:27:22.389672] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-12T20:27:22.389813] [INFO ] [sig       ] MMLP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:22.535821] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MMLP.txt
[2025-12-12T20:27:22.535984] [INFO ] [sig       ] [2102/3596] Completed MMLP in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.8m
[2025-12-12T20:27:22.536028] [INFO ] [sig       ] [2103/3596] Forecasting MMS...
[2025-12-12T20:27:22.536058] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-12T20:27:22.536088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-12T20:27:22.547478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-12T20:27:22.547776] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-12T20:27:22.548608] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-12T20:27:22.548660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:22.548692] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:22.548719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:22.548775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:22.610084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:22.610836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:22.610916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:22.610951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:22.734400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:22.734564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:22.734622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:22.734649] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:22.738008] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-12T20:27:22.738279] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-12T20:27:22.738402] [INFO ] [sig       ] MMS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:22.881037] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MMS.txt
[2025-12-12T20:27:22.881187] [INFO ] [sig       ] [2103/3596] Completed MMS in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-12T20:27:22.881225] [INFO ] [sig       ] [2104/3596] Forecasting MMSI...
[2025-12-12T20:27:22.881253] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-12T20:27:22.881283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-12T20:27:22.893101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-12T20:27:22.893412] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-12T20:27:22.894244] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-12T20:27:22.894296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:22.894352] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:22.894379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:22.894435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:22.951862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:22.952565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:22.952659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:22.952691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:23.072097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:23.072253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:23.072290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:23.072320] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:23.075655] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-12T20:27:23.075923] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-12T20:27:23.076047] [INFO ] [sig       ] MMSI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:23.214473] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MMSI.txt
[2025-12-12T20:27:23.214633] [INFO ] [sig       ] [2104/3596] Completed MMSI in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-12T20:27:23.214673] [INFO ] [sig       ] [2105/3596] Forecasting MNDO...
[2025-12-12T20:27:23.214702] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-12T20:27:23.214732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-12T20:27:23.226020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-12T20:27:23.226363] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-12T20:27:23.227137] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-12T20:27:23.227187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:23.227218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:23.227243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:23.227297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:23.282870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:23.283500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:23.283592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:23.283626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:23.393427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:23.393598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:23.393640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:23.393669] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:23.397020] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-12T20:27:23.397283] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-12T20:27:23.397400] [INFO ] [sig       ] MNDO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:23.535210] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MNDO.txt
[2025-12-12T20:27:23.535347] [INFO ] [sig       ] [2105/3596] Completed MNDO in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-12T20:27:23.535385] [INFO ] [sig       ] [2106/3596] Forecasting MNDY...
[2025-12-12T20:27:23.535414] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-12T20:27:23.535443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-12T20:27:23.546901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-12T20:27:23.547210] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-12T20:27:23.548002] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-12T20:27:23.548063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:23.548100] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:23.548129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:23.548183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:23.607399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:23.608147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:23.608222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:23.608254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:23.730999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:23.731202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:23.731243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:23.731270] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:23.734606] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-12-12T20:27:23.734870] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-12T20:27:23.734989] [INFO ] [sig       ] MNDY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:23.874915] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MNDY.txt
[2025-12-12T20:27:23.875070] [INFO ] [sig       ] [2106/3596] Completed MNDY in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-12T20:27:23.875109] [INFO ] [sig       ] [2107/3596] Forecasting MNKD...
[2025-12-12T20:27:23.875139] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-12T20:27:23.875171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-12T20:27:23.886523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-12T20:27:23.886864] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-12T20:27:23.887647] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-12T20:27:23.887697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:23.887727] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:23.887753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:23.887808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:23.944130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:23.944888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:23.944988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:23.945028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:24.067560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:24.067731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:24.067770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:24.067827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:24.071195] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-12T20:27:24.071459] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-12T20:27:24.071596] [INFO ] [sig       ] MNKD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:24.211845] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MNKD.txt
[2025-12-12T20:27:24.212005] [INFO ] [sig       ] [2107/3596] Completed MNKD in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-12T20:27:24.212050] [INFO ] [sig       ] [2108/3596] Forecasting MNMD...
[2025-12-12T20:27:24.212086] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-12T20:27:24.212122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-12T20:27:24.223847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-12T20:27:24.224157] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-12T20:27:24.224950] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-12T20:27:24.225001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:24.225031] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:24.225056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:24.225111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:24.282960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:24.283807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:24.283885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:24.283917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:24.407463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:24.407633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:24.407674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:24.407703] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:24.411115] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-12T20:27:24.411599] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-12T20:27:24.411723] [INFO ] [sig       ] MNMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:24.549475] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MNMD.txt
[2025-12-12T20:27:24.549631] [INFO ] [sig       ] [2108/3596] Completed MNMD in 0.3s | 2.85 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-12T20:27:24.549671] [INFO ] [sig       ] [2109/3596] Forecasting MNRO...
[2025-12-12T20:27:24.549701] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-12T20:27:24.549730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-12T20:27:24.562084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-12T20:27:24.562525] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-12T20:27:24.563356] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-12T20:27:24.563408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:24.563439] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:24.563464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:24.563519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:24.622654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:24.623508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:24.623612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:24.623646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:24.747090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:24.747249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:24.747288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:24.747317] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:24.751179] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-12T20:27:24.751620] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-12T20:27:24.751791] [INFO ] [sig       ] MNRO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:24.904235] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MNRO.txt
[2025-12-12T20:27:24.904442] [INFO ] [sig       ] [2109/3596] Completed MNRO in 0.4s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:24.904498] [INFO ] [sig       ] [2110/3596] Forecasting MNSO...
[2025-12-12T20:27:24.904530] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-12T20:27:24.904593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-12T20:27:24.917677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-12T20:27:24.918105] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-12T20:27:24.919124] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-12T20:27:24.919199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:24.919244] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:24.919281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:24.919358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:24.992990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:24.994135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:24.994241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:24.994275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:25.123494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:25.123673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:25.123716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:25.123743] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:25.127222] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-12-12T20:27:25.127500] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-12T20:27:25.127657] [INFO ] [sig       ] MNSO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:25.272149] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MNSO.txt
[2025-12-12T20:27:25.272287] [INFO ] [sig       ] [2110/3596] Completed MNSO in 0.4s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:25.272326] [INFO ] [sig       ] [2111/3596] Forecasting MNTK...
[2025-12-12T20:27:25.272354] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-12T20:27:25.272385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-12T20:27:25.283939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-12T20:27:25.284272] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-12T20:27:25.285094] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-12T20:27:25.285147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:25.285186] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:25.285226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:25.285284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:25.345493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:25.346219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:25.346297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:25.346330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:25.465811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:25.465964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:25.466013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:25.466047] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:25.469417] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-12T20:27:25.469712] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-12T20:27:25.469859] [INFO ] [sig       ] MNTK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:25.615208] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MNTK.txt
[2025-12-12T20:27:25.615358] [INFO ] [sig       ] [2111/3596] Completed MNTK in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:25.615411] [INFO ] [sig       ] [2112/3596] Forecasting MNY...
[2025-12-12T20:27:25.615457] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-12T20:27:25.615505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-12T20:27:25.627719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-12T20:27:25.628055] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-12T20:27:25.628889] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-12T20:27:25.628951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:25.628990] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:25.629029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:25.629088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:25.691841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:25.692674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:25.692754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:25.692787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:25.813533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:25.813729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:25.813778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:25.813808] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:25.817485] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-12T20:27:25.817790] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-12T20:27:25.817914] [INFO ] [sig       ] MNY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:25.957639] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MNY.txt
[2025-12-12T20:27:25.957778] [INFO ] [sig       ] [2112/3596] Completed MNY in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:25.957815] [INFO ] [sig       ] [2113/3596] Forecasting MOD...
[2025-12-12T20:27:25.957844] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-12T20:27:25.957874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-12T20:27:25.969924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-12T20:27:25.970240] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-12T20:27:25.971003] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-12T20:27:25.971054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:25.971084] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:25.971109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:25.971162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:26.026518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:26.027185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:26.027261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:26.027292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:26.146971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:26.147118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:26.147157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:26.147184] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:26.150483] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-12T20:27:26.150767] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-12T20:27:26.150886] [INFO ] [sig       ] MOD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:26.289484] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MOD.txt
[2025-12-12T20:27:26.289610] [INFO ] [sig       ] [2113/3596] Completed MOD in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:26.289654] [INFO ] [sig       ] [2114/3596] Forecasting MODG...
[2025-12-12T20:27:26.289684] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-12T20:27:26.289714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-12T20:27:26.303083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-12T20:27:26.303583] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-12T20:27:26.304498] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-12T20:27:26.304551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:26.304600] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:26.304629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:26.304687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:26.363480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:26.364648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:26.364789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:26.364824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:26.486271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:26.486502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:26.486547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:26.486598] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:26.490434] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-12T20:27:26.490784] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-12T20:27:26.490930] [INFO ] [sig       ] MODG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:26.635051] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MODG.txt
[2025-12-12T20:27:26.635288] [INFO ] [sig       ] [2114/3596] Completed MODG in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:26.635330] [INFO ] [sig       ] [2115/3596] Forecasting MODL...
[2025-12-12T20:27:26.635361] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-12T20:27:26.635395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-12T20:27:26.650755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-12T20:27:26.651282] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-12T20:27:26.652257] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-12T20:27:26.652315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:26.652351] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:26.652380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:26.652436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:26.709509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:26.710464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:26.710548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:26.710599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:26.834007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:26.834184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:26.834231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:26.834260] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:26.837834] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=84.25%)
[2025-12-12T20:27:26.838134] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-12T20:27:26.838254] [INFO ] [sig       ] MODL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:26.984916] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MODL.txt
[2025-12-12T20:27:26.985111] [INFO ] [sig       ] [2115/3596] Completed MODL in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:26.985161] [INFO ] [sig       ] [2116/3596] Forecasting MOFG...
[2025-12-12T20:27:26.985193] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-12T20:27:26.985224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-12T20:27:26.997857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-12T20:27:26.998251] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-12T20:27:26.999133] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-12T20:27:26.999186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:26.999218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:26.999245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:26.999310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:27.061231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:27.062104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:27.062204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:27.062238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:27.183868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:27.184027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:27.184070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:27.184099] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:27.187654] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-12T20:27:27.187970] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-12T20:27:27.188161] [INFO ] [sig       ] MOFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:27.333729] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MOFG.txt
[2025-12-12T20:27:27.333880] [INFO ] [sig       ] [2116/3596] Completed MOFG in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:27.333931] [INFO ] [sig       ] [2117/3596] Forecasting MOGO...
[2025-12-12T20:27:27.333964] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-12T20:27:27.333994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-12T20:27:27.347733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-12T20:27:27.348269] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-12T20:27:27.349247] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-12T20:27:27.349304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:27.349337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:27.349365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:27.349424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:27.409491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:27.410684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:27.410783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:27.410819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:27.527692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:27.527922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:27.527991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:27.528023] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:27.531833] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=40.85%)
[2025-12-12T20:27:27.532146] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-12T20:27:27.532277] [INFO ] [sig       ] MOGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:27.672031] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MOGO.txt
[2025-12-12T20:27:27.672268] [INFO ] [sig       ] [2117/3596] Completed MOGO in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:27.672332] [INFO ] [sig       ] [2118/3596] Forecasting MOH...
[2025-12-12T20:27:27.672364] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-12T20:27:27.672398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-12T20:27:27.687301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-12T20:27:27.687777] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-12T20:27:27.688670] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-12T20:27:27.688721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:27.688753] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:27.688780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:27.688837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:27.746934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:27.747818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:27.747912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:27.747943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:27.878164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:27.878362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:27.878410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:27.878439] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:27.882111] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=24.69%)
[2025-12-12T20:27:27.882396] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-12T20:27:27.882523] [INFO ] [sig       ] MOH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:28.020721] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MOH.txt
[2025-12-12T20:27:28.020884] [INFO ] [sig       ] [2118/3596] Completed MOH in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.7m
[2025-12-12T20:27:28.020924] [INFO ] [sig       ] [2119/3596] Forecasting MOMO...
[2025-12-12T20:27:28.020953] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-12T20:27:28.020983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-12T20:27:28.032400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-12T20:27:28.032768] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-12T20:27:28.033556] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-12T20:27:28.033629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:28.033662] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:28.033689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:28.033747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:28.091258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:28.092197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:28.092278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:28.092309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:28.212860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:28.213019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:28.213062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:28.213089] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:28.216406] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-12T20:27:28.216709] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-12T20:27:28.216833] [INFO ] [sig       ] MOMO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:28.355488] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MOMO.txt
[2025-12-12T20:27:28.355641] [INFO ] [sig       ] [2119/3596] Completed MOMO in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:28.355681] [INFO ] [sig       ] [2120/3596] Forecasting MORN...
[2025-12-12T20:27:28.355709] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-12T20:27:28.355739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-12T20:27:28.367048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-12T20:27:28.367380] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-12T20:27:28.368174] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-12T20:27:28.368225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:28.368256] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:28.368281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:28.368334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:28.425088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:28.425831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:28.425919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:28.425960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:28.544158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:28.544321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:28.544361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:28.544389] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:28.547702] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=74.79%)
[2025-12-12T20:27:28.547971] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-12T20:27:28.548110] [INFO ] [sig       ] MORN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:28.688285] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MORN.txt
[2025-12-12T20:27:28.688440] [INFO ] [sig       ] [2120/3596] Completed MORN in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:28.688479] [INFO ] [sig       ] [2121/3596] Forecasting MOS...
[2025-12-12T20:27:28.688508] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-12T20:27:28.688538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-12T20:27:28.702860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-12T20:27:28.703347] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-12T20:27:28.704252] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-12T20:27:28.704304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:28.704392] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:28.704422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:28.704484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:28.762600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:28.763684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:28.763778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:28.763813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:28.889679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:28.889926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:28.889972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:28.890000] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:28.893795] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-12T20:27:28.894115] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-12T20:27:28.894256] [INFO ] [sig       ] MOS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:29.039541] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MOS.txt
[2025-12-12T20:27:29.039822] [INFO ] [sig       ] [2121/3596] Completed MOS in 0.4s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:29.039895] [INFO ] [sig       ] [2122/3596] Forecasting MP...
[2025-12-12T20:27:29.039931] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-12T20:27:29.039963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-12T20:27:29.053235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-12T20:27:29.053619] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-12T20:27:29.054404] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-12T20:27:29.054456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:29.054486] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:29.054511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:29.054566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:29.111459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:29.112262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:29.112344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:29.112375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:29.233703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:29.233881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:29.233938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:29.233968] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:29.237697] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-12T20:27:29.237983] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-12T20:27:29.238114] [INFO ] [sig       ] MP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:29.381090] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MP.txt
[2025-12-12T20:27:29.381266] [INFO ] [sig       ] [2122/3596] Completed MP in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:29.381305] [INFO ] [sig       ] [2123/3596] Forecasting MPA...
[2025-12-12T20:27:29.381334] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-12T20:27:29.381363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-12T20:27:29.396964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-12T20:27:29.397543] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-12T20:27:29.398700] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-12T20:27:29.398757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:29.398790] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:29.398818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:29.398876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:29.460784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:29.461979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:29.462091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:29.462123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:29.576310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:29.576554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:29.576621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:29.576652] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:29.580994] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-12T20:27:29.581447] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-12T20:27:29.581631] [INFO ] [sig       ] MPA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:29.732423] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MPA.txt
[2025-12-12T20:27:29.732647] [INFO ] [sig       ] [2123/3596] Completed MPA in 0.4s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:29.732689] [INFO ] [sig       ] [2124/3596] Forecasting MPAA...
[2025-12-12T20:27:29.732722] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-12T20:27:29.732755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-12T20:27:29.745879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-12T20:27:29.746242] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-12T20:27:29.747044] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-12T20:27:29.747096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:29.747126] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:29.747151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:29.747205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:29.805383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:29.806109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:29.806195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:29.806229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:29.934315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:29.934491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:29.934541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:29.934586] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:29.938051] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-12-12T20:27:29.938346] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-12T20:27:29.938466] [INFO ] [sig       ] MPAA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:30.080005] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MPAA.txt
[2025-12-12T20:27:30.080168] [INFO ] [sig       ] [2124/3596] Completed MPAA in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:30.080207] [INFO ] [sig       ] [2125/3596] Forecasting MPB...
[2025-12-12T20:27:30.080248] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-12T20:27:30.080281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-12T20:27:30.093906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-12T20:27:30.094410] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-12T20:27:30.095334] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-12T20:27:30.095388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:30.095421] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:30.095448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:30.095506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:30.154238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:30.155311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:30.155411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:30.155445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:30.276400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:30.276658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:30.276714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:30.276756] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:30.280738] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-12T20:27:30.281156] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-12T20:27:30.281320] [INFO ] [sig       ] MPB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:30.438527] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MPB.txt
[2025-12-12T20:27:30.438774] [INFO ] [sig       ] [2125/3596] Completed MPB in 0.4s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:30.438829] [INFO ] [sig       ] [2126/3596] Forecasting MPC...
[2025-12-12T20:27:30.438870] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-12T20:27:30.438912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-12T20:27:30.453622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-12T20:27:30.454174] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-12T20:27:30.455185] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-12T20:27:30.455241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:30.455273] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:30.455301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:30.455360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:30.514323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:30.515454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:30.515550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:30.515606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:30.638501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:30.638748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:30.638795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:30.638824] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:30.642607] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-12T20:27:30.642927] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-12T20:27:30.643065] [INFO ] [sig       ] MPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:30.782308] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MPC.txt
[2025-12-12T20:27:30.782492] [INFO ] [sig       ] [2126/3596] Completed MPC in 0.3s | 2.85 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-12T20:27:30.782533] [INFO ] [sig       ] [2127/3596] Forecasting MPX...
[2025-12-12T20:27:30.782562] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-12T20:27:30.782613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-12T20:27:30.795621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-12T20:27:30.796105] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-12T20:27:30.796991] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-12T20:27:30.797043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:30.797074] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:30.797100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:30.797157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:30.853781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:30.854500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:30.854601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:30.854636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:30.966473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:30.966663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:30.966707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:30.966736] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:30.970190] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-12T20:27:30.970494] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-12T20:27:30.970640] [INFO ] [sig       ] MPX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:31.106699] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MPX.txt
[2025-12-12T20:27:31.106840] [INFO ] [sig       ] [2127/3596] Completed MPX in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:31.106879] [INFO ] [sig       ] [2128/3596] Forecasting MQ...
[2025-12-12T20:27:31.106907] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-12T20:27:31.106937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-12T20:27:31.119160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-12T20:27:31.119540] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-12T20:27:31.120501] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-12T20:27:31.120556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:31.120615] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:31.120649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:31.120708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:31.179036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:31.179789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:31.179872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:31.179913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:31.297473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:31.297656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:31.297700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:31.297747] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:31.301131] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-12-12T20:27:31.301426] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-12T20:27:31.301553] [INFO ] [sig       ] MQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:31.441544] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MQ.txt
[2025-12-12T20:27:31.441703] [INFO ] [sig       ] [2128/3596] Completed MQ in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:31.441741] [INFO ] [sig       ] [2129/3596] Forecasting MQY...
[2025-12-12T20:27:31.441768] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-12T20:27:31.441798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-12T20:27:31.454204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-12T20:27:31.454561] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-12T20:27:31.455377] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-12T20:27:31.455430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:31.455461] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:31.455487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:31.455542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:31.516401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:31.517331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:31.517410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:31.517442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:31.636787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:31.636947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:31.636987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:31.637016] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:31.640490] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-12T20:27:31.640785] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-12T20:27:31.640911] [INFO ] [sig       ] MQY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:31.793065] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MQY.txt
[2025-12-12T20:27:31.793240] [INFO ] [sig       ] [2129/3596] Completed MQY in 0.4s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:31.793286] [INFO ] [sig       ] [2130/3596] Forecasting MRAM...
[2025-12-12T20:27:31.793317] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-12T20:27:31.793346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-12T20:27:31.805902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-12T20:27:31.806348] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-12T20:27:31.807247] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-12T20:27:31.807310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:31.807351] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:31.807382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:31.807443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:31.867424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:31.868316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:31.868398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:31.868430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:31.984826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:31.984964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:31.985002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:31.985028] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:31.988338] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-12-12T20:27:31.988625] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-12T20:27:31.988744] [INFO ] [sig       ] MRAM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:32.130835] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MRAM.txt
[2025-12-12T20:27:32.131003] [INFO ] [sig       ] [2130/3596] Completed MRAM in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:32.131044] [INFO ] [sig       ] [2131/3596] Forecasting MRBK...
[2025-12-12T20:27:32.131073] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-12T20:27:32.131103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-12T20:27:32.142973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-12T20:27:32.143299] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-12T20:27:32.144103] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-12T20:27:32.144154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:32.144184] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:32.144211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:32.144266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:32.203640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:32.204440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:32.204552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:32.204604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:32.331653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:32.331811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:32.331858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:32.331896] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:32.335316] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-12T20:27:32.335666] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-12T20:27:32.335801] [INFO ] [sig       ] MRBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:32.479258] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MRBK.txt
[2025-12-12T20:27:32.479408] [INFO ] [sig       ] [2131/3596] Completed MRBK in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:32.479446] [INFO ] [sig       ] [2132/3596] Forecasting MRCC...
[2025-12-12T20:27:32.479476] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-12T20:27:32.479507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-12T20:27:32.491701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-12T20:27:32.492032] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-12T20:27:32.492822] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-12T20:27:32.492874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:32.492906] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:32.492933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:32.493000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:32.553513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:32.554348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:32.554429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:32.554461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:32.682446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:32.682617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:32.682657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:32.682686] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:32.686054] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-12T20:27:32.686353] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-12T20:27:32.686479] [INFO ] [sig       ] MRCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:32.833909] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MRCC.txt
[2025-12-12T20:27:32.834059] [INFO ] [sig       ] [2132/3596] Completed MRCC in 0.4s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:32.834099] [INFO ] [sig       ] [2133/3596] Forecasting MRCY...
[2025-12-12T20:27:32.834130] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-12T20:27:32.834175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-12T20:27:32.846776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-12T20:27:32.847102] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-12T20:27:32.847942] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-12T20:27:32.847995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:32.848026] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:32.848053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:32.848108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:32.906146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:32.907130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:32.907223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:32.907258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:33.033110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:33.033276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:33.033316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:33.033345] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:33.036955] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-12T20:27:33.037278] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-12T20:27:33.037627] [INFO ] [sig       ] MRCY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:33.189063] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MRCY.txt
[2025-12-12T20:27:33.189221] [INFO ] [sig       ] [2133/3596] Completed MRCY in 0.4s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:33.189260] [INFO ] [sig       ] [2134/3596] Forecasting MREO...
[2025-12-12T20:27:33.189290] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-12T20:27:33.189320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-12T20:27:33.203591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-12T20:27:33.204061] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-12T20:27:33.204970] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-12T20:27:33.205042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:33.205076] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:33.205104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:33.205163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:33.264542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:33.265667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:33.265761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:33.265794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:33.388242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:33.388473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:33.388520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:33.388550] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:33.392497] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-12-12T20:27:33.392898] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-12T20:27:33.393054] [INFO ] [sig       ] MREO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:33.539391] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MREO.txt
[2025-12-12T20:27:33.539643] [INFO ] [sig       ] [2134/3596] Completed MREO in 0.4s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:33.539687] [INFO ] [sig       ] [2135/3596] Forecasting MRK...
[2025-12-12T20:27:33.539719] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-12T20:27:33.539774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-12T20:27:33.553027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-12T20:27:33.553414] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-12T20:27:33.554214] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-12T20:27:33.554267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:33.554298] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:33.554327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:33.554382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:33.611965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:33.612740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:33.612821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:33.612854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:33.744645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:33.744833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:33.744879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:33.744908] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:33.748407] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-12T20:27:33.748725] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-12T20:27:33.748863] [INFO ] [sig       ] MRK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:33.890010] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MRK.txt
[2025-12-12T20:27:33.890143] [INFO ] [sig       ] [2135/3596] Completed MRK in 0.4s | 2.85 sym/s | Total: 12.5m | ETA: 8.6m
[2025-12-12T20:27:33.890180] [INFO ] [sig       ] [2136/3596] Forecasting MRM...
[2025-12-12T20:27:33.890213] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-12T20:27:33.890250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-12T20:27:33.901269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-12T20:27:33.901602] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-12T20:27:33.902391] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-12T20:27:33.902441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:33.902472] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:33.902498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:33.902553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:33.960981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:33.961667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:33.961745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:33.961777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:34.081832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:34.081980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:34.082019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:34.082048] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:34.085436] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2025-12-12T20:27:34.085729] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-12T20:27:34.085852] [INFO ] [sig       ] MRM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:34.230896] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MRM.txt
[2025-12-12T20:27:34.231056] [INFO ] [sig       ] [2136/3596] Completed MRM in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:34.231094] [INFO ] [sig       ] [2137/3596] Forecasting MRNA...
[2025-12-12T20:27:34.231123] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-12T20:27:34.231155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-12T20:27:34.242447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-12T20:27:34.242753] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-12T20:27:34.243550] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-12T20:27:34.243622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:34.243654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:34.243681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:34.243737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:34.301986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:34.302744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:34.302821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:34.302854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:34.425213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:34.425396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:34.425435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:34.425463] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:34.428978] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-12-12T20:27:34.429256] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-12T20:27:34.429378] [INFO ] [sig       ] MRNA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:34.570168] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MRNA.txt
[2025-12-12T20:27:34.570316] [INFO ] [sig       ] [2137/3596] Completed MRNA in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:34.570358] [INFO ] [sig       ] [2138/3596] Forecasting MRSN...
[2025-12-12T20:27:34.570390] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-12T20:27:34.570422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-12T20:27:34.582028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-12T20:27:34.582305] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-12T20:27:34.583078] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-12T20:27:34.583129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:34.583192] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:34.583227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:34.583296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:34.640847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:34.641510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:34.641603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:34.641637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:34.758812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:34.758942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:34.758981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:34.759010] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:34.762296] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-12-12T20:27:34.762568] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-12T20:27:34.762708] [INFO ] [sig       ] MRSN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:34.901851] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MRSN.txt
[2025-12-12T20:27:34.901990] [INFO ] [sig       ] [2138/3596] Completed MRSN in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:34.902028] [INFO ] [sig       ] [2139/3596] Forecasting MRTN...
[2025-12-12T20:27:34.902057] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-12T20:27:34.902088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-12T20:27:34.913727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-12T20:27:34.913994] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-12T20:27:34.914765] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-12T20:27:34.914816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:34.914846] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:34.914872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:34.914927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:34.972530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:34.973160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:34.973249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:34.973288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:35.090084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:35.090246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:35.090292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:35.090327] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:35.093667] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-12T20:27:35.093949] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-12T20:27:35.094072] [INFO ] [sig       ] MRTN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:35.234467] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MRTN.txt
[2025-12-12T20:27:35.234629] [INFO ] [sig       ] [2139/3596] Completed MRTN in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:35.234669] [INFO ] [sig       ] [2140/3596] Forecasting MRUS...
[2025-12-12T20:27:35.234698] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-12T20:27:35.234734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-12T20:27:35.245995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-12T20:27:35.246272] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-12T20:27:35.247052] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-12T20:27:35.247103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:35.247135] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:35.247160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:35.247215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:35.304867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:35.305487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:35.305564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:35.305614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:35.420022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:35.420188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:35.420228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:35.420259] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:35.423756] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-12T20:27:35.424024] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-12T20:27:35.424143] [INFO ] [sig       ] MRUS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:35.561305] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MRUS.txt
[2025-12-12T20:27:35.561458] [INFO ] [sig       ] [2140/3596] Completed MRUS in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:35.561496] [INFO ] [sig       ] [2141/3596] Forecasting MRVI...
[2025-12-12T20:27:35.561525] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-12T20:27:35.561556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-12T20:27:35.572831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-12T20:27:35.573118] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-12T20:27:35.573901] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-12T20:27:35.573953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:35.573985] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:35.574013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:35.574069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:35.631295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:35.631986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:35.632065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:35.632097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:35.755259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:35.755437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:35.755480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:35.755541] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:35.759034] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-12T20:27:35.759318] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-12T20:27:35.759445] [INFO ] [sig       ] MRVI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:35.902136] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MRVI.txt
[2025-12-12T20:27:35.902283] [INFO ] [sig       ] [2141/3596] Completed MRVI in 0.3s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:35.902323] [INFO ] [sig       ] [2142/3596] Forecasting MRVL...
[2025-12-12T20:27:35.902356] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-12T20:27:35.902387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-12T20:27:35.916603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-12T20:27:35.917214] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-12T20:27:35.918427] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-12T20:27:35.918505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:35.918540] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:35.918568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:35.918654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:35.979060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:35.980302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:35.980438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:35.980473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:36.114425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:36.114691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:36.114742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:36.114780] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:36.118779] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-12T20:27:36.119156] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-12T20:27:36.119314] [INFO ] [sig       ] MRVL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:36.275844] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MRVL.txt
[2025-12-12T20:27:36.276110] [INFO ] [sig       ] [2142/3596] Completed MRVL in 0.4s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:36.276156] [INFO ] [sig       ] [2143/3596] Forecasting MRX...
[2025-12-12T20:27:36.276188] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-12T20:27:36.276220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-12T20:27:36.290539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-12T20:27:36.291084] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-12T20:27:36.292113] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-12T20:27:36.292183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:36.292229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:36.292270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:36.292357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:36.352845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:36.353968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:36.354079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:36.354116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:36.484864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:36.485118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:36.485175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:36.485213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:36.490346] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-12T20:27:36.490760] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-12T20:27:36.490935] [INFO ] [sig       ] MRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:36.649363] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MRX.txt
[2025-12-12T20:27:36.649561] [INFO ] [sig       ] [2143/3596] Completed MRX in 0.4s | 2.85 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-12T20:27:36.649624] [INFO ] [sig       ] [2144/3596] Forecasting MS...
[2025-12-12T20:27:36.649655] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-12T20:27:36.649688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-12T20:27:36.663131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-12T20:27:36.663707] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-12T20:27:36.664660] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-12T20:27:36.664713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:36.664755] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:36.664782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:36.664840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:36.722898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:36.723897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:36.723990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:36.724021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:36.855191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:36.855421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:36.855464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:36.855491] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:36.859327] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-12T20:27:36.859653] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-12T20:27:36.859815] [INFO ] [sig       ] MS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:37.014273] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MS.txt
[2025-12-12T20:27:37.014486] [INFO ] [sig       ] [2144/3596] Completed MS in 0.4s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:37.014532] [INFO ] [sig       ] [2145/3596] Forecasting MSA...
[2025-12-12T20:27:37.014585] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-12T20:27:37.014624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-12T20:27:37.027809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-12T20:27:37.028216] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-12T20:27:37.029111] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-12T20:27:37.029162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:37.029211] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:37.029238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:37.029296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:37.090393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:37.091693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:37.091792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:37.091824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:37.213483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:37.213738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:37.213784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:37.213813] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:37.217755] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=92.94%)
[2025-12-12T20:27:37.218071] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-12T20:27:37.218208] [INFO ] [sig       ] MSA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:37.357408] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSA.txt
[2025-12-12T20:27:37.357608] [INFO ] [sig       ] [2145/3596] Completed MSA in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:37.357651] [INFO ] [sig       ] [2146/3596] Forecasting MSB...
[2025-12-12T20:27:37.357681] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-12T20:27:37.357714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-12T20:27:37.370669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-12T20:27:37.371087] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-12T20:27:37.371956] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-12T20:27:37.372007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:37.372039] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:37.372065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:37.372121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:37.430637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:37.431681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:37.431776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:37.431808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:37.554343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:37.554585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:37.554631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:37.554658] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:37.558470] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-12T20:27:37.558822] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-12T20:27:37.558962] [INFO ] [sig       ] MSB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:37.698492] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MSB.txt
[2025-12-12T20:27:37.698711] [INFO ] [sig       ] [2146/3596] Completed MSB in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:37.698753] [INFO ] [sig       ] [2147/3596] Forecasting MSBI...
[2025-12-12T20:27:37.698783] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-12T20:27:37.698816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-12T20:27:37.711882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-12T20:27:37.712382] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-12T20:27:37.713323] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-12T20:27:37.713377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:37.713413] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:37.713440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:37.713499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:37.771900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:37.772920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:37.773011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:37.773045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:37.901420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:37.901712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:37.901827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:37.901873] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:37.906047] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-12-12T20:27:37.906370] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-12T20:27:37.906506] [INFO ] [sig       ] MSBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:38.047923] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSBI.txt
[2025-12-12T20:27:38.048114] [INFO ] [sig       ] [2147/3596] Completed MSBI in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:38.048153] [INFO ] [sig       ] [2148/3596] Forecasting MSCI...
[2025-12-12T20:27:38.048183] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-12T20:27:38.048216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-12T20:27:38.061464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-12T20:27:38.061978] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-12T20:27:38.062852] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-12T20:27:38.062904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:38.062935] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:38.062963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:38.063020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:38.120970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:38.122037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:38.122173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:38.122207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:38.242849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:38.243131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:38.243180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:38.243209] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:38.246967] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-12T20:27:38.247310] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-12T20:27:38.247459] [INFO ] [sig       ] MSCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:38.389715] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSCI.txt
[2025-12-12T20:27:38.389954] [INFO ] [sig       ] [2148/3596] Completed MSCI in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:38.390021] [INFO ] [sig       ] [2149/3596] Forecasting MSD...
[2025-12-12T20:27:38.390062] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-12T20:27:38.390097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-12T20:27:38.403420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-12T20:27:38.403962] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-12T20:27:38.404845] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-12T20:27:38.404897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:38.404930] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:38.404957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:38.405015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:38.463353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:38.464398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:38.464492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:38.464526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:38.589106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:38.589435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:38.589506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:38.589541] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:38.594097] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2025-12-12T20:27:38.594444] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-12T20:27:38.594605] [INFO ] [sig       ] MSD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:38.736259] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSD.txt
[2025-12-12T20:27:38.736453] [INFO ] [sig       ] [2149/3596] Completed MSD in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:38.736494] [INFO ] [sig       ] [2150/3596] Forecasting MSEX...
[2025-12-12T20:27:38.736524] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-12T20:27:38.736556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-12T20:27:38.749704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-12T20:27:38.750248] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-12T20:27:38.751259] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-12T20:27:38.751317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:38.751417] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:38.751444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:38.751503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:38.811853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:38.812947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:38.813040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:38.813073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:38.933212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:38.933470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:38.933746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:38.933775] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:38.937600] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-12-12T20:27:38.937911] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-12T20:27:38.938066] [INFO ] [sig       ] MSEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:39.082822] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MSEX.txt
[2025-12-12T20:27:39.083080] [INFO ] [sig       ] [2150/3596] Completed MSEX in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:39.083126] [INFO ] [sig       ] [2151/3596] Forecasting MSFD...
[2025-12-12T20:27:39.083157] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-12T20:27:39.083190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-12T20:27:39.097437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-12T20:27:39.098127] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-12T20:27:39.099032] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-12T20:27:39.099094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:39.099127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:39.099154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:39.099211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:39.160557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:39.161619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:39.161720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:39.161757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:39.284525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:39.284777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:39.284828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:39.284861] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:39.288735] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-12T20:27:39.289048] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-12T20:27:39.289184] [INFO ] [sig       ] MSFD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:39.439819] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MSFD.txt
[2025-12-12T20:27:39.440028] [INFO ] [sig       ] [2151/3596] Completed MSFD in 0.4s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:39.440069] [INFO ] [sig       ] [2152/3596] Forecasting MSFL...
[2025-12-12T20:27:39.440099] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-12T20:27:39.440131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-12T20:27:39.453093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-12T20:27:39.453550] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-12T20:27:39.454513] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-12T20:27:39.454566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:39.454624] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:39.454651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:39.454710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:39.512233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:39.513262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:39.513364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:39.513403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:39.636760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:39.636988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:39.637032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:39.637083] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:39.640840] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-12-12T20:27:39.641156] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-12T20:27:39.641284] [INFO ] [sig       ] MSFL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:39.785287] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MSFL.txt
[2025-12-12T20:27:39.785465] [INFO ] [sig       ] [2152/3596] Completed MSFL in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.5m
[2025-12-12T20:27:39.785505] [INFO ] [sig       ] [2153/3596] Forecasting MSGE...
[2025-12-12T20:27:39.785535] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-12T20:27:39.785567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-12T20:27:39.798760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-12T20:27:39.799203] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-12T20:27:39.800124] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-12T20:27:39.800177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:39.800209] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:39.800236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:39.800295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:39.859877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:39.860972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:39.861069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:39.861102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:39.988329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:39.988589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:39.988634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:39.988664] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:39.992501] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-12-12T20:27:39.992826] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-12T20:27:39.992956] [INFO ] [sig       ] MSGE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:40.135871] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSGE.txt
[2025-12-12T20:27:40.136076] [INFO ] [sig       ] [2153/3596] Completed MSGE in 0.4s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:40.136116] [INFO ] [sig       ] [2154/3596] Forecasting MSGM...
[2025-12-12T20:27:40.136145] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-12T20:27:40.136178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-12T20:27:40.150315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-12T20:27:40.151106] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-12T20:27:40.152242] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-12T20:27:40.152295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:40.152327] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:40.152369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:40.152429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:40.210411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:40.211429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:40.211554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:40.211603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:40.326258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:40.326498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:40.326544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:40.326590] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:40.330661] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-12-12T20:27:40.330994] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-12T20:27:40.331133] [INFO ] [sig       ] MSGM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:40.471858] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSGM.txt
[2025-12-12T20:27:40.472045] [INFO ] [sig       ] [2154/3596] Completed MSGM in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:40.472086] [INFO ] [sig       ] [2155/3596] Forecasting MSGS...
[2025-12-12T20:27:40.472114] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-12T20:27:40.472146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-12T20:27:40.485607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-12T20:27:40.486075] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-12T20:27:40.487019] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-12T20:27:40.487075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:40.487141] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:40.487169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:40.487229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:40.546047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:40.547132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:40.547241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:40.547274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:40.667987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:40.668224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:40.668280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:40.668317] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:40.672311] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-12-12T20:27:40.672652] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-12T20:27:40.672788] [INFO ] [sig       ] MSGS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:40.815429] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSGS.txt
[2025-12-12T20:27:40.815656] [INFO ] [sig       ] [2155/3596] Completed MSGS in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:40.815701] [INFO ] [sig       ] [2156/3596] Forecasting MSI...
[2025-12-12T20:27:40.815729] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-12T20:27:40.815763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-12T20:27:40.828855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-12T20:27:40.829306] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-12T20:27:40.830253] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-12T20:27:40.830304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:40.830352] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:40.830378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:40.830436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:40.892453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:40.893791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:40.893887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:40.893919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:41.017555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:41.017796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:41.017840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:41.017868] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:41.021646] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-12T20:27:41.022047] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-12T20:27:41.022267] [INFO ] [sig       ] MSI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:41.161660] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MSI.txt
[2025-12-12T20:27:41.161864] [INFO ] [sig       ] [2156/3596] Completed MSI in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:41.161917] [INFO ] [sig       ] [2157/3596] Forecasting MSM...
[2025-12-12T20:27:41.161948] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-12T20:27:41.161981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-12T20:27:41.175132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-12T20:27:41.175649] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-12T20:27:41.176552] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-12T20:27:41.176636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:41.176670] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:41.176697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:41.176755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:41.236854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:41.237898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:41.237989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:41.238024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:41.357391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:41.357548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:41.357604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:41.357634] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:41.360967] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-12T20:27:41.361242] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-12T20:27:41.361362] [INFO ] [sig       ] MSM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:41.508849] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MSM.txt
[2025-12-12T20:27:41.509049] [INFO ] [sig       ] [2157/3596] Completed MSM in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:41.509092] [INFO ] [sig       ] [2158/3596] Forecasting MSTX...
[2025-12-12T20:27:41.509123] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-12T20:27:41.509156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-12T20:27:41.522807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-12T20:27:41.523340] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-12T20:27:41.524165] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-12T20:27:41.524218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:41.524249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:41.524274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:41.524328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:41.581627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:41.582258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:41.582336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:41.582367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:41.706101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:41.706273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:41.706321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:41.706388] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:41.709881] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-12T20:27:41.710159] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-12T20:27:41.710289] [INFO ] [sig       ] MSTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:41.851384] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MSTX.txt
[2025-12-12T20:27:41.851543] [INFO ] [sig       ] [2158/3596] Completed MSTX in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:41.851603] [INFO ] [sig       ] [2159/3596] Forecasting MTB...
[2025-12-12T20:27:41.851635] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-12T20:27:41.851665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-12T20:27:41.866242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-12T20:27:41.866885] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-12T20:27:41.867878] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-12T20:27:41.867934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:41.867967] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:41.867994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:41.868052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:41.925704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:41.926723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:41.926838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:41.926880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:42.058051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:42.058320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:42.058366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:42.058395] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:42.062624] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-12T20:27:42.062995] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-12T20:27:42.063144] [INFO ] [sig       ] MTB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:42.205693] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MTB.txt
[2025-12-12T20:27:42.205893] [INFO ] [sig       ] [2159/3596] Completed MTB in 0.4s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:42.205935] [INFO ] [sig       ] [2160/3596] Forecasting MTCH...
[2025-12-12T20:27:42.205967] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-12T20:27:42.206005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-12T20:27:42.219195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-12T20:27:42.219665] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-12T20:27:42.220564] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-12T20:27:42.220635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:42.220666] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:42.220691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:42.220787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:42.278552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:42.279487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:42.279598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:42.279632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:42.400265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:42.400523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:42.400566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:42.400615] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:42.404432] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=22.91%)
[2025-12-12T20:27:42.404764] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-12T20:27:42.404896] [INFO ] [sig       ] MTCH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:42.543839] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTCH.txt
[2025-12-12T20:27:42.544026] [INFO ] [sig       ] [2160/3596] Completed MTCH in 0.3s | 2.85 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-12T20:27:42.544066] [INFO ] [sig       ] [2161/3596] Forecasting MTD...
[2025-12-12T20:27:42.544095] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-12T20:27:42.544128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-12T20:27:42.558216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-12T20:27:42.558729] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-12T20:27:42.559824] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-12T20:27:42.559887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:42.559926] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:42.559959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:42.560026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:42.621143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:42.622286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:42.622377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:42.622410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:42.749103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:42.749269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:42.749311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:42.749341] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:42.752892] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-12T20:27:42.753185] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-12T20:27:42.753317] [INFO ] [sig       ] MTD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:42.895242] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTD.txt
[2025-12-12T20:27:42.895373] [INFO ] [sig       ] [2161/3596] Completed MTD in 0.4s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:42.895414] [INFO ] [sig       ] [2162/3596] Forecasting MTG...
[2025-12-12T20:27:42.895443] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-12T20:27:42.895472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-12T20:27:42.909129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-12T20:27:42.909728] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-12T20:27:42.910706] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-12T20:27:42.910760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:42.910798] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:42.910825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:42.910884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:42.969197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:42.970300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:42.970395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:42.970429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:43.090920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:43.091097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:43.091140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:43.091170] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:43.094797] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-12T20:27:43.095148] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-12T20:27:43.095321] [INFO ] [sig       ] MTG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:43.236389] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTG.txt
[2025-12-12T20:27:43.236547] [INFO ] [sig       ] [2162/3596] Completed MTG in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:43.236604] [INFO ] [sig       ] [2163/3596] Forecasting MTH...
[2025-12-12T20:27:43.236641] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-12T20:27:43.236673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-12T20:27:43.248289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-12T20:27:43.248638] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-12T20:27:43.249423] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-12T20:27:43.249475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:43.249508] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:43.249535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:43.249616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:43.306494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:43.307150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:43.307226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:43.307258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:43.429559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:43.429743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:43.429807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:43.429854] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:43.433396] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-12T20:27:43.433789] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-12T20:27:43.433959] [INFO ] [sig       ] MTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:43.592629] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTH.txt
[2025-12-12T20:27:43.592816] [INFO ] [sig       ] [2163/3596] Completed MTH in 0.4s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:43.592869] [INFO ] [sig       ] [2164/3596] Forecasting MTLS...
[2025-12-12T20:27:43.592901] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-12T20:27:43.592932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-12T20:27:43.604949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-12T20:27:43.605377] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-12T20:27:43.606237] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-12T20:27:43.606291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:43.606323] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:43.606350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:43.606407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:43.666764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:43.667667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:43.667751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:43.667783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:43.788982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:43.789148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:43.789188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:43.789245] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:43.792776] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2025-12-12T20:27:43.793082] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-12T20:27:43.793213] [INFO ] [sig       ] MTLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:43.938034] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTLS.txt
[2025-12-12T20:27:43.938175] [INFO ] [sig       ] [2164/3596] Completed MTLS in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:43.938213] [INFO ] [sig       ] [2165/3596] Forecasting MTN...
[2025-12-12T20:27:43.938242] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-12T20:27:43.938273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-12T20:27:43.950334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-12T20:27:43.950694] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-12T20:27:43.951446] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-12T20:27:43.951507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:43.951543] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:43.951592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:43.951651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:44.026470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:44.027318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:44.027447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:44.027491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:44.150294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:44.150460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:44.150508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:44.150543] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:44.153992] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-12T20:27:44.154272] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-12T20:27:44.154394] [INFO ] [sig       ] MTN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:44.298247] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTN.txt
[2025-12-12T20:27:44.298387] [INFO ] [sig       ] [2165/3596] Completed MTN in 0.4s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:44.298433] [INFO ] [sig       ] [2166/3596] Forecasting MTRN...
[2025-12-12T20:27:44.298470] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-12T20:27:44.298506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-12T20:27:44.310910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-12T20:27:44.311321] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-12T20:27:44.312191] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-12T20:27:44.312244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:44.312276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:44.312303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:44.312373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:44.373734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:44.374654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:44.374739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:44.374772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:44.503759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:44.503930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:44.503972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:44.504001] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:44.507603] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-12T20:27:44.507893] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-12T20:27:44.508032] [INFO ] [sig       ] MTRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:44.658800] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTRN.txt
[2025-12-12T20:27:44.658982] [INFO ] [sig       ] [2166/3596] Completed MTRN in 0.4s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:44.659021] [INFO ] [sig       ] [2167/3596] Forecasting MTRX...
[2025-12-12T20:27:44.659050] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-12T20:27:44.659080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-12T20:27:44.671389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-12T20:27:44.671749] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-12T20:27:44.672540] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-12T20:27:44.672626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:44.672662] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:44.672696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:44.672763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:44.732496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:44.733363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:44.733444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:44.733479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:44.855272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:44.855423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:44.855463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:44.855492] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:44.858743] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-12T20:27:44.859012] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-12T20:27:44.859130] [INFO ] [sig       ] MTRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:45.001680] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTRX.txt
[2025-12-12T20:27:45.001836] [INFO ] [sig       ] [2167/3596] Completed MTRX in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:45.001892] [INFO ] [sig       ] [2168/3596] Forecasting MTSI...
[2025-12-12T20:27:45.001923] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-12T20:27:45.001955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-12T20:27:45.013723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-12T20:27:45.013995] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-12T20:27:45.014862] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-12T20:27:45.014916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:45.014949] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:45.014974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:45.015030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:45.073145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:45.073775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:45.073852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:45.073897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:45.199157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:45.199307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:45.199345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:45.199375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:45.202807] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2025-12-12T20:27:45.203077] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-12T20:27:45.203196] [INFO ] [sig       ] MTSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:45.341652] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MTSI.txt
[2025-12-12T20:27:45.341797] [INFO ] [sig       ] [2168/3596] Completed MTSI in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:45.341838] [INFO ] [sig       ] [2169/3596] Forecasting MTX...
[2025-12-12T20:27:45.341872] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-12T20:27:45.341902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-12T20:27:45.352836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-12T20:27:45.353095] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-12T20:27:45.353847] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-12T20:27:45.353909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:45.353941] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:45.353967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:45.354021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:45.411753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:45.412612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:45.412693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:45.412726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:45.529335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:45.529486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:45.529529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:45.529561] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:45.533075] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-12T20:27:45.533354] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-12T20:27:45.533476] [INFO ] [sig       ] MTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:45.673824] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTX.txt
[2025-12-12T20:27:45.673957] [INFO ] [sig       ] [2169/3596] Completed MTX in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.4m
[2025-12-12T20:27:45.673996] [INFO ] [sig       ] [2170/3596] Forecasting MTZ...
[2025-12-12T20:27:45.674026] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-12T20:27:45.674058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-12T20:27:45.686048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-12T20:27:45.686364] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-12T20:27:45.687156] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-12T20:27:45.687207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:45.687238] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:45.687266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:45.687322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:45.746743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:45.747349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:45.747426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:45.747459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:45.872652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:45.872779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:45.872818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:45.872846] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:45.876197] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-12T20:27:45.876480] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-12T20:27:45.876634] [INFO ] [sig       ] MTZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:46.034708] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MTZ.txt
[2025-12-12T20:27:46.034848] [INFO ] [sig       ] [2170/3596] Completed MTZ in 0.4s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:46.034886] [INFO ] [sig       ] [2171/3596] Forecasting MUA...
[2025-12-12T20:27:46.034917] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-12T20:27:46.034948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-12T20:27:46.046399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-12T20:27:46.046690] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-12T20:27:46.047430] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-12T20:27:46.047481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:46.047512] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:46.047538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:46.047619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:46.104861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:46.105471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:46.105546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:46.105595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:46.226696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:46.226839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:46.226879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:46.226908] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:46.230195] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-12T20:27:46.230462] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-12T20:27:46.230600] [INFO ] [sig       ] MUA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:46.368192] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MUA.txt
[2025-12-12T20:27:46.368348] [INFO ] [sig       ] [2171/3596] Completed MUA in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:46.368386] [INFO ] [sig       ] [2172/3596] Forecasting MUC...
[2025-12-12T20:27:46.368416] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-12T20:27:46.368446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-12T20:27:46.380740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-12T20:27:46.381154] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-12T20:27:46.381977] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-12T20:27:46.382030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:46.382089] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:46.382117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:46.382176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:46.443958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:46.444847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:46.444931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:46.444964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:46.571110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:46.571265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:46.571307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:46.571335] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:46.574805] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-12-12T20:27:46.575085] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-12T20:27:46.575211] [INFO ] [sig       ] MUC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:46.712062] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MUC.txt
[2025-12-12T20:27:46.712195] [INFO ] [sig       ] [2172/3596] Completed MUC in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:46.712239] [INFO ] [sig       ] [2173/3596] Forecasting MUE...
[2025-12-12T20:27:46.712269] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-12T20:27:46.712299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-12T20:27:46.724042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-12T20:27:46.724365] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-12T20:27:46.725152] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-12T20:27:46.725204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:46.725236] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:46.725262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:46.725317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:46.781651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:46.782554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:46.782652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:46.782684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:46.898757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:46.898917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:46.898959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:46.898987] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:46.902359] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2025-12-12T20:27:46.902660] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-12T20:27:46.902783] [INFO ] [sig       ] MUE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:47.042229] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MUE.txt
[2025-12-12T20:27:47.042359] [INFO ] [sig       ] [2173/3596] Completed MUE in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:47.042396] [INFO ] [sig       ] [2174/3596] Forecasting MUFG...
[2025-12-12T20:27:47.042425] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-12T20:27:47.042455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-12T20:27:47.054114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-12T20:27:47.054403] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-12T20:27:47.055224] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-12T20:27:47.055276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:47.055308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:47.055335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:47.055403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:47.114380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:47.115119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:47.115200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:47.115231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:47.237342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:47.237492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:47.237532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:47.237561] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:47.241072] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-12T20:27:47.241369] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-12T20:27:47.241519] [INFO ] [sig       ] MUFG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:47.382329] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MUFG.txt
[2025-12-12T20:27:47.382460] [INFO ] [sig       ] [2174/3596] Completed MUFG in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:47.382498] [INFO ] [sig       ] [2175/3596] Forecasting MUJ...
[2025-12-12T20:27:47.382526] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-12T20:27:47.382556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-12T20:27:47.394284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-12T20:27:47.394587] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-12T20:27:47.395378] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-12T20:27:47.395431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:47.395462] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:47.395491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:47.395559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:47.454714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:47.455366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:47.455440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:47.455471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:47.575019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:47.575165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:47.575203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:47.575261] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:47.578752] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-12T20:27:47.579022] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-12T20:27:47.579143] [INFO ] [sig       ] MUJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:47.718621] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MUJ.txt
[2025-12-12T20:27:47.718757] [INFO ] [sig       ] [2175/3596] Completed MUJ in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:47.718795] [INFO ] [sig       ] [2176/3596] Forecasting MUSA...
[2025-12-12T20:27:47.718824] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-12T20:27:47.718855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-12T20:27:47.731992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-12T20:27:47.732332] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-12T20:27:47.733173] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-12T20:27:47.733235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:47.733279] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:47.733319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:47.733398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:47.798085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:47.798971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:47.799067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:47.799104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:47.922507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:47.922674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:47.922729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:47.922759] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:47.926012] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-12T20:27:47.926274] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-12T20:27:47.926391] [INFO ] [sig       ] MUSA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:48.069560] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MUSA.txt
[2025-12-12T20:27:48.069710] [INFO ] [sig       ] [2176/3596] Completed MUSA in 0.4s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:48.069770] [INFO ] [sig       ] [2177/3596] Forecasting MUX...
[2025-12-12T20:27:48.069805] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-12T20:27:48.069838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-12T20:27:48.081996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-12T20:27:48.082284] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-12T20:27:48.083060] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-12T20:27:48.083111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:48.083142] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:48.083169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:48.083225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:48.140801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:48.141472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:48.141564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:48.141626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:48.267028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:48.267178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:48.267216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:48.267245] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:48.270543] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-12T20:27:48.270833] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-12T20:27:48.270954] [INFO ] [sig       ] MUX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:48.411774] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MUX.txt
[2025-12-12T20:27:48.411934] [INFO ] [sig       ] [2177/3596] Completed MUX in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:48.411973] [INFO ] [sig       ] [2178/3596] Forecasting MVBF...
[2025-12-12T20:27:48.412002] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-12T20:27:48.412034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-12T20:27:48.424491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-12T20:27:48.424856] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-12T20:27:48.425635] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-12T20:27:48.425698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:48.425731] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:48.425758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:48.425813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:48.484850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:48.485722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:48.485801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:48.485835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:48.601464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:48.601633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:48.601675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:48.601703] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:48.605364] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-12-12T20:27:48.605712] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-12T20:27:48.606010] [INFO ] [sig       ] MVBF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:48.747767] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MVBF.txt
[2025-12-12T20:27:48.747904] [INFO ] [sig       ] [2178/3596] Completed MVBF in 0.3s | 2.85 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-12T20:27:48.747941] [INFO ] [sig       ] [2179/3596] Forecasting MVF...
[2025-12-12T20:27:48.747969] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-12T20:27:48.747999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-12T20:27:48.759593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-12T20:27:48.760054] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-12T20:27:48.760937] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-12T20:27:48.760990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:48.761022] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:48.761048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:48.761103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:48.819872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:48.820868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:48.820959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:48.820991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:48.939924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:48.940090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:48.940131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:48.940159] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:48.943728] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-12T20:27:48.944037] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-12T20:27:48.944169] [INFO ] [sig       ] MVF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:49.085724] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MVF.txt
[2025-12-12T20:27:49.085887] [INFO ] [sig       ] [2179/3596] Completed MVF in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:49.085928] [INFO ] [sig       ] [2180/3596] Forecasting MVO...
[2025-12-12T20:27:49.085958] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-12T20:27:49.085992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-12T20:27:49.097806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-12T20:27:49.098149] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-12T20:27:49.098948] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-12T20:27:49.099000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:49.099043] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:49.099070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:49.099127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:49.158558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:49.159417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:49.159499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:49.159531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:49.278882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:49.279035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:49.279074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:49.279102] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:49.282377] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-12T20:27:49.282661] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-12T20:27:49.282779] [INFO ] [sig       ] MVO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:49.424543] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MVO.txt
[2025-12-12T20:27:49.424718] [INFO ] [sig       ] [2180/3596] Completed MVO in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:49.424760] [INFO ] [sig       ] [2181/3596] Forecasting MWA...
[2025-12-12T20:27:49.424820] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-12T20:27:49.424865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-12T20:27:49.436975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-12T20:27:49.437297] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-12T20:27:49.438063] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-12T20:27:49.438113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:49.438143] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:49.438169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:49.438223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:49.495913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:49.496616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:49.496694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:49.496726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:49.617078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:49.617233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:49.617275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:49.617305] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:49.620735] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=29.78%)
[2025-12-12T20:27:49.621011] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-12T20:27:49.621155] [INFO ] [sig       ] MWA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:49.761638] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MWA.txt
[2025-12-12T20:27:49.761772] [INFO ] [sig       ] [2181/3596] Completed MWA in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:49.761810] [INFO ] [sig       ] [2182/3596] Forecasting MX...
[2025-12-12T20:27:49.761840] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-12T20:27:49.761872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-12T20:27:49.773280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-12T20:27:49.773604] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-12T20:27:49.774537] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-12T20:27:49.774621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:49.774661] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:49.774694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:49.774751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:49.834717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:49.835534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:49.835649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:49.835721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:49.953379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:49.953532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:49.953588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:49.953620] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:49.956989] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=92.13%)
[2025-12-12T20:27:49.957266] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-12T20:27:49.957386] [INFO ] [sig       ] MX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:50.105279] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MX.txt
[2025-12-12T20:27:50.105467] [INFO ] [sig       ] [2182/3596] Completed MX in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:50.105517] [INFO ] [sig       ] [2183/3596] Forecasting MXF...
[2025-12-12T20:27:50.105556] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-12T20:27:50.105621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-12T20:27:50.117233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-12T20:27:50.117611] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-12T20:27:50.118406] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-12T20:27:50.118458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:50.118490] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:50.118517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:50.118601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:50.177429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:50.178251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:50.178330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:50.178362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:50.300442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:50.300608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:50.300652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:50.300680] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:50.303946] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-12T20:27:50.304210] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-12T20:27:50.304325] [INFO ] [sig       ] MXF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:50.442701] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MXF.txt
[2025-12-12T20:27:50.442834] [INFO ] [sig       ] [2183/3596] Completed MXF in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:50.442872] [INFO ] [sig       ] [2184/3596] Forecasting MXL...
[2025-12-12T20:27:50.442905] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-12T20:27:50.442937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-12T20:27:50.454297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-12T20:27:50.454635] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-12T20:27:50.455399] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-12T20:27:50.455450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:50.455481] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:50.455508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:50.455596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:50.514826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:50.515524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:50.515634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:50.515680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:50.635004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:50.635170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:50.635222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:50.635257] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:50.639078] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-12T20:27:50.639388] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-12T20:27:50.639521] [INFO ] [sig       ] MXL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:50.785130] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MXL.txt
[2025-12-12T20:27:50.785276] [INFO ] [sig       ] [2184/3596] Completed MXL in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:50.785316] [INFO ] [sig       ] [2185/3596] Forecasting MYE...
[2025-12-12T20:27:50.785358] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-12T20:27:50.785393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-12T20:27:50.797748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-12T20:27:50.798041] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-12T20:27:50.798824] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-12T20:27:50.798874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:50.798906] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:50.798933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:50.798988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:50.859725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:50.860433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:50.860511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:50.860548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:50.984158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:50.984355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:50.984411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:50.984450] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:50.988151] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-12T20:27:50.988448] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-12T20:27:50.988606] [INFO ] [sig       ] MYE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:51.126115] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/MYE.txt
[2025-12-12T20:27:51.126299] [INFO ] [sig       ] [2185/3596] Completed MYE in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:51.126337] [INFO ] [sig       ] [2186/3596] Forecasting MYGN...
[2025-12-12T20:27:51.126368] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-12T20:27:51.126399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-12T20:27:51.137743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-12T20:27:51.138038] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-12T20:27:51.138804] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-12T20:27:51.138853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:51.138884] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:51.138910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:51.138965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:51.196740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:51.197592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:51.197678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:51.197711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:51.312875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:51.313014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:51.313052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:51.313080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:51.316367] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=68.35%)
[2025-12-12T20:27:51.316661] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-12T20:27:51.316782] [INFO ] [sig       ] MYGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:51.457484] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MYGN.txt
[2025-12-12T20:27:51.457637] [INFO ] [sig       ] [2186/3596] Completed MYGN in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.3m
[2025-12-12T20:27:51.457680] [INFO ] [sig       ] [2187/3596] Forecasting MYI...
[2025-12-12T20:27:51.457711] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-12T20:27:51.457745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-12T20:27:51.469235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-12T20:27:51.469534] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-12T20:27:51.470371] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-12T20:27:51.470425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:51.470460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:51.470488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:51.470546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:51.529467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:51.530130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:51.530208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:51.530242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:51.650137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:51.650288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:51.650328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:51.650376] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:51.653747] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-12-12T20:27:51.654020] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-12T20:27:51.654142] [INFO ] [sig       ] MYI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:51.795902] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MYI.txt
[2025-12-12T20:27:51.796075] [INFO ] [sig       ] [2187/3596] Completed MYI in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:51.796114] [INFO ] [sig       ] [2188/3596] Forecasting MYN...
[2025-12-12T20:27:51.796142] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-12T20:27:51.796172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-12T20:27:51.807692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-12T20:27:51.808104] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-12T20:27:51.808942] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-12T20:27:51.808994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:51.809027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:51.809053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:51.809108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:51.869350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:51.870211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:51.870292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:51.870324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:51.990158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:51.990307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:51.990347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:51.990376] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:51.993793] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-12T20:27:51.994070] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-12T20:27:51.994193] [INFO ] [sig       ] MYN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:52.135671] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MYN.txt
[2025-12-12T20:27:52.135819] [INFO ] [sig       ] [2188/3596] Completed MYN in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:52.135859] [INFO ] [sig       ] [2189/3596] Forecasting MYRG...
[2025-12-12T20:27:52.135888] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-12T20:27:52.135919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-12T20:27:52.150444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-12T20:27:52.151101] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-12T20:27:52.152220] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-12T20:27:52.152277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:52.152348] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:52.152381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:52.152452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:52.211293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:52.212185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:52.212264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:52.212296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:52.327350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:52.327483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:52.327523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:52.327550] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:52.330852] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=72.53%)
[2025-12-12T20:27:52.331118] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-12T20:27:52.331234] [INFO ] [sig       ] MYRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:52.467326] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/MYRG.txt
[2025-12-12T20:27:52.467469] [INFO ] [sig       ] [2189/3596] Completed MYRG in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:52.467508] [INFO ] [sig       ] [2190/3596] Forecasting NA...
[2025-12-12T20:27:52.467536] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-12T20:27:52.467567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-12T20:27:52.479420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-12T20:27:52.479825] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-12T20:27:52.480638] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-12T20:27:52.480702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:52.480742] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:52.480775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:52.480832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:52.539963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:52.540812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:52.540894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:52.540927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:52.661494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:52.661666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:52.661709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:52.661739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:52.665125] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-12T20:27:52.665395] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-12T20:27:52.665514] [INFO ] [sig       ] NA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:52.806120] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NA.txt
[2025-12-12T20:27:52.806272] [INFO ] [sig       ] [2190/3596] Completed NA in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:52.806309] [INFO ] [sig       ] [2191/3596] Forecasting NAAS...
[2025-12-12T20:27:52.806337] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-12T20:27:52.806366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-12T20:27:52.817763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-12T20:27:52.818094] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-12T20:27:52.818910] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-12T20:27:52.818960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:52.818991] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:52.819017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:52.819085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:52.877051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:52.877836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:52.877913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:52.877945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:53.001520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:53.001704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:53.001744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:53.001772] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:53.005200] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-12T20:27:53.005488] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-12T20:27:53.005634] [INFO ] [sig       ] NAAS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:53.151148] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NAAS.txt
[2025-12-12T20:27:53.151305] [INFO ] [sig       ] [2191/3596] Completed NAAS in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:53.151344] [INFO ] [sig       ] [2192/3596] Forecasting NABL...
[2025-12-12T20:27:53.151374] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-12T20:27:53.151406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-12T20:27:53.163536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-12T20:27:53.163941] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-12T20:27:53.164841] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-12T20:27:53.164895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:53.164927] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:53.164953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:53.165008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:53.224037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:53.224954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:53.225042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:53.225075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:53.358884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:53.359048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:53.359088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:53.359157] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:53.362750] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-12T20:27:53.363067] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-12T20:27:53.363201] [INFO ] [sig       ] NABL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:53.565436] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NABL.txt
[2025-12-12T20:27:53.565669] [INFO ] [sig       ] [2192/3596] Completed NABL in 0.4s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:53.565724] [INFO ] [sig       ] [2193/3596] Forecasting NAC...
[2025-12-12T20:27:53.565762] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-12T20:27:53.565801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-12T20:27:53.584473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-12T20:27:53.585016] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-12T20:27:53.586213] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-12T20:27:53.586322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:53.586384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:53.586431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:53.586518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:53.662801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:53.663897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:53.664017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:53.664053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:53.821908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:53.822106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:53.822172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:53.822227] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:53.827669] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2025-12-12T20:27:53.828132] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-12T20:27:53.828331] [INFO ] [sig       ] NAC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:54.025626] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NAC.txt
[2025-12-12T20:27:54.025818] [INFO ] [sig       ] [2193/3596] Completed NAC in 0.5s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:54.025860] [INFO ] [sig       ] [2194/3596] Forecasting NAD...
[2025-12-12T20:27:54.025890] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-12T20:27:54.025919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-12T20:27:54.041150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-12T20:27:54.041634] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-12T20:27:54.042717] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-12T20:27:54.042781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:54.042821] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:54.042857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:54.042933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:54.111144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:54.112442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:54.112593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:54.112652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:54.253263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:54.253420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:54.253461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:54.253512] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:54.257231] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=24.73%)
[2025-12-12T20:27:54.257535] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-12T20:27:54.257685] [INFO ] [sig       ] NAD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:54.409785] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NAD.txt
[2025-12-12T20:27:54.409961] [INFO ] [sig       ] [2194/3596] Completed NAD in 0.4s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:54.410002] [INFO ] [sig       ] [2195/3596] Forecasting NAMS...
[2025-12-12T20:27:54.410032] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-12T20:27:54.410064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-12T20:27:54.422687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-12T20:27:54.423114] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-12T20:27:54.423992] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-12T20:27:54.424045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:54.424076] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:54.424101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:54.424155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:54.484889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:54.485845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:54.485930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:54.485961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:54.606691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:54.606836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:54.606877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:54.606904] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:54.610510] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=49.09%)
[2025-12-12T20:27:54.610829] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-12T20:27:54.610954] [INFO ] [sig       ] NAMS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:54.758142] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NAMS.txt
[2025-12-12T20:27:54.758272] [INFO ] [sig       ] [2195/3596] Completed NAMS in 0.3s | 2.85 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-12T20:27:54.758310] [INFO ] [sig       ] [2196/3596] Forecasting NATH...
[2025-12-12T20:27:54.758339] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-12T20:27:54.758369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-12T20:27:54.769408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-12T20:27:54.769735] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-12T20:27:54.770504] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-12T20:27:54.770556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:54.770611] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:54.770639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:54.770696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:54.827888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:54.828501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:54.828593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:54.828630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:54.939354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:54.939488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:54.939527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:54.939557] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:54.942942] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-12-12T20:27:54.943207] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-12T20:27:54.943323] [INFO ] [sig       ] NATH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:55.088483] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NATH.txt
[2025-12-12T20:27:55.088629] [INFO ] [sig       ] [2196/3596] Completed NATH in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:55.088684] [INFO ] [sig       ] [2197/3596] Forecasting NATL...
[2025-12-12T20:27:55.088721] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-12T20:27:55.088757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-12T20:27:55.100125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-12T20:27:55.100419] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-12T20:27:55.101250] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-12T20:27:55.101302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:55.101335] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:55.101361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:55.101418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:55.161416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:55.162162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:55.162241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:55.162274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:55.283214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:55.283361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:55.283403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:55.283433] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:55.286812] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-12T20:27:55.287094] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-12T20:27:55.287217] [INFO ] [sig       ] NATL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:55.425226] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NATL.txt
[2025-12-12T20:27:55.425356] [INFO ] [sig       ] [2197/3596] Completed NATL in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:55.425392] [INFO ] [sig       ] [2198/3596] Forecasting NAVI...
[2025-12-12T20:27:55.425421] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-12T20:27:55.425451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-12T20:27:55.436838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-12T20:27:55.437131] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-12T20:27:55.437941] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-12T20:27:55.437994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:55.438026] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:55.438054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:55.438112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:55.497729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:55.498413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:55.498491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:55.498524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:55.621402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:55.621555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:55.621614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:55.621645] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:55.625132] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-12T20:27:55.625439] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-12T20:27:55.625565] [INFO ] [sig       ] NAVI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:55.768277] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NAVI.txt
[2025-12-12T20:27:55.768403] [INFO ] [sig       ] [2198/3596] Completed NAVI in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:55.768441] [INFO ] [sig       ] [2199/3596] Forecasting NAZ...
[2025-12-12T20:27:55.768471] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-12T20:27:55.768502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-12T20:27:55.779964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-12T20:27:55.780287] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-12T20:27:55.781120] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-12T20:27:55.781172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:55.781203] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:55.781232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:55.781288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:55.841956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:55.842607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:55.842707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:55.842740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:55.944564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:55.944710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:55.944750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:55.944779] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:55.948136] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-12T20:27:55.948416] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-12T20:27:55.948541] [INFO ] [sig       ] NAZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:56.090841] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NAZ.txt
[2025-12-12T20:27:56.091003] [INFO ] [sig       ] [2199/3596] Completed NAZ in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:56.091043] [INFO ] [sig       ] [2200/3596] Forecasting NB...
[2025-12-12T20:27:56.091075] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-12T20:27:56.091106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-12T20:27:56.102707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-12T20:27:56.103090] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-12T20:27:56.103953] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-12T20:27:56.104008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:56.104041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:56.104068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:56.104126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:56.166448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:56.167302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:56.167385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:56.167418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:56.286780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:56.286927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:56.286982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:56.287012] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:56.290467] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-12T20:27:56.290795] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-12T20:27:56.290924] [INFO ] [sig       ] NB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:56.439417] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NB.txt
[2025-12-12T20:27:56.439563] [INFO ] [sig       ] [2200/3596] Completed NB in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:56.439621] [INFO ] [sig       ] [2201/3596] Forecasting NBB...
[2025-12-12T20:27:56.439651] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-12T20:27:56.439681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-12T20:27:56.452153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-12T20:27:56.452487] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-12T20:27:56.453374] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-12T20:27:56.453427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:56.453458] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:56.453484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:56.453540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:56.513455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:56.514512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:56.514622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:56.514657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:56.642088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:56.642251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:56.642303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:56.642333] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:56.645924] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-12T20:27:56.646210] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-12T20:27:56.646336] [INFO ] [sig       ] NBB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:56.793640] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NBB.txt
[2025-12-12T20:27:56.793799] [INFO ] [sig       ] [2201/3596] Completed NBB in 0.4s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:56.793840] [INFO ] [sig       ] [2202/3596] Forecasting NBBK...
[2025-12-12T20:27:56.793872] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-12T20:27:56.793905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-12T20:27:56.805944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-12T20:27:56.806290] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-12T20:27:56.807111] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-12T20:27:56.807163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:56.807194] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:56.807220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:56.807276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:56.869063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:56.869946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:56.870046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:56.870096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:57.000930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:57.001086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:57.001127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:57.001156] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:57.004621] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=35.59%)
[2025-12-12T20:27:57.004902] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-12T20:27:57.005024] [INFO ] [sig       ] NBBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:57.152020] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NBBK.txt
[2025-12-12T20:27:57.152208] [INFO ] [sig       ] [2202/3596] Completed NBBK in 0.4s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:57.152249] [INFO ] [sig       ] [2203/3596] Forecasting NBHC...
[2025-12-12T20:27:57.152279] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-12T20:27:57.152312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-12T20:27:57.167368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-12T20:27:57.167769] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-12T20:27:57.168602] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-12T20:27:57.168657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:57.168689] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:57.168718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:57.168775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:57.230565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:57.231490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:57.231626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:57.231679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:57.358807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:57.358982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:57.359021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:57.359049] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:57.363158] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-12T20:27:57.363464] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-12T20:27:57.363613] [INFO ] [sig       ] NBHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:57.514316] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NBHC.txt
[2025-12-12T20:27:57.514470] [INFO ] [sig       ] [2203/3596] Completed NBHC in 0.4s | 2.85 sym/s | Total: 12.9m | ETA: 8.2m
[2025-12-12T20:27:57.514508] [INFO ] [sig       ] [2204/3596] Forecasting NBIX...
[2025-12-12T20:27:57.514536] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-12T20:27:57.514567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-12T20:27:57.526828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-12T20:27:57.527093] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-12T20:27:57.527856] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-12T20:27:57.527907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:57.527948] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:57.527976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:57.528031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:57.586599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:57.587322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:57.587401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:57.587433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:57.709416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:57.709585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:57.709625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:57.709653] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:57.713190] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-12T20:27:57.713453] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-12T20:27:57.713587] [INFO ] [sig       ] NBIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:57.858520] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NBIX.txt
[2025-12-12T20:27:57.858676] [INFO ] [sig       ] [2204/3596] Completed NBIX in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:27:57.858716] [INFO ] [sig       ] [2205/3596] Forecasting NBN...
[2025-12-12T20:27:57.858745] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-12T20:27:57.858776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-12T20:27:57.874472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-12T20:27:57.874936] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-12T20:27:57.876135] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-12T20:27:57.876195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:57.876234] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:57.876268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:57.876347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:57.957243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:57.958143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:57.958228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:57.958261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:58.085130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:58.085289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:58.085330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:58.085358] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:58.088680] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-12T20:27:58.088959] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-12T20:27:58.089081] [INFO ] [sig       ] NBN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:58.233635] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NBN.txt
[2025-12-12T20:27:58.233768] [INFO ] [sig       ] [2205/3596] Completed NBN in 0.4s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:27:58.233807] [INFO ] [sig       ] [2206/3596] Forecasting NBTB...
[2025-12-12T20:27:58.233836] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-12T20:27:58.233865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-12T20:27:58.245406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-12T20:27:58.245697] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-12T20:27:58.246444] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-12T20:27:58.246494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:58.246550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:58.246594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:58.246652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:58.306875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:58.307540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:58.307631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:58.307664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:58.422302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:58.422438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:58.422476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:58.422503] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:58.425735] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-12T20:27:58.426006] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-12T20:27:58.426123] [INFO ] [sig       ] NBTB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:58.564486] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NBTB.txt
[2025-12-12T20:27:58.564623] [INFO ] [sig       ] [2206/3596] Completed NBTB in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:27:58.564663] [INFO ] [sig       ] [2207/3596] Forecasting NBXG...
[2025-12-12T20:27:58.564693] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-12T20:27:58.564723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-12T20:27:58.576865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-12T20:27:58.577159] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-12T20:27:58.577975] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-12T20:27:58.578027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:58.578058] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:58.578086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:58.578142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:58.634612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:58.635209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:58.635280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:58.635311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:58.754599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:58.754731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:58.754771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:58.754808] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:58.758105] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-12T20:27:58.758374] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-12T20:27:58.758495] [INFO ] [sig       ] NBXG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:58.896007] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NBXG.txt
[2025-12-12T20:27:58.896128] [INFO ] [sig       ] [2207/3596] Completed NBXG in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:27:58.896172] [INFO ] [sig       ] [2208/3596] Forecasting NC...
[2025-12-12T20:27:58.896202] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-12T20:27:58.896231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-12T20:27:58.907421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-12T20:27:58.907749] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-12T20:27:58.908487] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-12T20:27:58.908537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:58.908589] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:58.908619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:58.908673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:58.965672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:58.966264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:58.966338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:58.966369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:59.069671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:59.069825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:59.069864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:59.069891] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:59.073130] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2025-12-12T20:27:59.073392] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-12T20:27:59.073510] [INFO ] [sig       ] NC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:59.217725] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NC.txt
[2025-12-12T20:27:59.217859] [INFO ] [sig       ] [2208/3596] Completed NC in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:27:59.217896] [INFO ] [sig       ] [2209/3596] Forecasting NCA...
[2025-12-12T20:27:59.217924] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-12T20:27:59.217955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-12T20:27:59.228389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-12T20:27:59.228681] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-12T20:27:59.229422] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-12T20:27:59.229472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:59.229502] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:59.229528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:59.229605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:59.289125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:59.289886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:59.289970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:59.290003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:59.410358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:59.410509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:59.410552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:59.410632] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:59.414045] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2025-12-12T20:27:59.414317] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-12T20:27:59.414439] [INFO ] [sig       ] NCA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:27:59.559632] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NCA.txt
[2025-12-12T20:27:59.559774] [INFO ] [sig       ] [2209/3596] Completed NCA in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:27:59.559823] [INFO ] [sig       ] [2210/3596] Forecasting NCLH...
[2025-12-12T20:27:59.559857] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-12T20:27:59.559893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-12T20:27:59.571416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-12T20:27:59.571724] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-12T20:27:59.572514] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-12T20:27:59.572564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:59.572612] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:59.572638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:59.572693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:59.630387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:59.631120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:59.631195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:59.631227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:27:59.750512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:27:59.750694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:27:59.750736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:27:59.750763] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:27:59.754300] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-12T20:27:59.754621] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-12T20:27:59.754754] [INFO ] [sig       ] NCLH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:27:59.896380] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NCLH.txt
[2025-12-12T20:27:59.896508] [INFO ] [sig       ] [2210/3596] Completed NCLH in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:27:59.896546] [INFO ] [sig       ] [2211/3596] Forecasting NCMI...
[2025-12-12T20:27:59.896593] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-12T20:27:59.896626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-12T20:27:59.907902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-12T20:27:59.908188] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-12T20:27:59.908971] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-12T20:27:59.909022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:27:59.909052] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:27:59.909078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:27:59.909133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:27:59.968415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:27:59.969117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:27:59.969195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:27:59.969229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:00.092751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:00.092894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:00.092932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:00.092978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:00.096768] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-12T20:28:00.097043] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-12T20:28:00.097166] [INFO ] [sig       ] NCMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:00.245669] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NCMI.txt
[2025-12-12T20:28:00.245810] [INFO ] [sig       ] [2211/3596] Completed NCMI in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:28:00.245848] [INFO ] [sig       ] [2212/3596] Forecasting NCNA...
[2025-12-12T20:28:00.245876] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-12T20:28:00.245908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-12T20:28:00.257214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-12T20:28:00.257592] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-12T20:28:00.258386] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-12T20:28:00.258439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:00.258473] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:00.258502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:00.258561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:00.318723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:00.319561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:00.319664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:00.319698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:00.436972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:00.437127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:00.437165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:00.437193] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:00.440554] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-12T20:28:00.440854] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-12T20:28:00.440998] [INFO ] [sig       ] NCNA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:00.586102] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NCNA.txt
[2025-12-12T20:28:00.586250] [INFO ] [sig       ] [2212/3596] Completed NCNA in 0.3s | 2.85 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-12T20:28:00.586287] [INFO ] [sig       ] [2213/3596] Forecasting NCNO...
[2025-12-12T20:28:00.586317] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-12T20:28:00.586348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-12T20:28:00.599287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-12T20:28:00.599619] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-12T20:28:00.600430] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-12T20:28:00.600483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:00.600515] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:00.600541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:00.600612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:00.659746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:00.660481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:00.660561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:00.660629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:00.779921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:00.780047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:00.780085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:00.780113] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:00.783486] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-12-12T20:28:00.783775] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-12T20:28:00.783893] [INFO ] [sig       ] NCNO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:00.920984] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NCNO.txt
[2025-12-12T20:28:00.921111] [INFO ] [sig       ] [2213/3596] Completed NCNO in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:00.921149] [INFO ] [sig       ] [2214/3596] Forecasting NCTY...
[2025-12-12T20:28:00.921178] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-12T20:28:00.921209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-12T20:28:00.933258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-12T20:28:00.933650] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-12T20:28:00.934431] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-12T20:28:00.934484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:00.934516] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:00.934542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:00.934615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:00.990882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:00.991496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:00.991592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:00.991627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:01.109878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:01.110038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:01.110076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:01.110104] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:01.113407] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-12T20:28:01.113700] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-12T20:28:01.113823] [INFO ] [sig       ] NCTY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:01.254384] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NCTY.txt
[2025-12-12T20:28:01.254545] [INFO ] [sig       ] [2214/3596] Completed NCTY in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:01.254602] [INFO ] [sig       ] [2215/3596] Forecasting NCZ...
[2025-12-12T20:28:01.254633] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-12T20:28:01.254662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-12T20:28:01.266150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-12T20:28:01.266432] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-12T20:28:01.267189] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-12T20:28:01.267240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:01.267270] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:01.267307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:01.267363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:01.323550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:01.324188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:01.324261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:01.324293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:01.441643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:01.441782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:01.441827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:01.441862] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:01.445122] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-12-12T20:28:01.445392] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-12T20:28:01.445512] [INFO ] [sig       ] NCZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:01.586212] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NCZ.txt
[2025-12-12T20:28:01.586346] [INFO ] [sig       ] [2215/3596] Completed NCZ in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:01.586384] [INFO ] [sig       ] [2216/3596] Forecasting NDAQ...
[2025-12-12T20:28:01.586413] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-12T20:28:01.586442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-12T20:28:01.598437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-12T20:28:01.598851] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-12T20:28:01.599670] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-12T20:28:01.599722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:01.599781] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:01.599812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:01.599872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:01.659603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:01.660505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:01.660641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:01.660678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:01.783120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:01.783477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:01.783519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:01.783548] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:01.787337] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-12T20:28:01.787640] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-12T20:28:01.787767] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:01.951617] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NDAQ.txt
[2025-12-12T20:28:01.951793] [INFO ] [sig       ] [2216/3596] Completed NDAQ in 0.4s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:01.951835] [INFO ] [sig       ] [2217/3596] Forecasting NDMO...
[2025-12-12T20:28:01.951866] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-12T20:28:01.951897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-12T20:28:01.964212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-12T20:28:01.964642] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-12T20:28:01.965469] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-12T20:28:01.965523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:01.965563] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:01.965617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:01.965677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:02.025388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:02.026283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:02.026367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:02.026401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:02.149690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:02.149870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:02.149913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:02.149941] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:02.153356] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-12T20:28:02.153659] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-12T20:28:02.153788] [INFO ] [sig       ] NDMO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:02.302109] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NDMO.txt
[2025-12-12T20:28:02.302262] [INFO ] [sig       ] [2217/3596] Completed NDMO in 0.4s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:02.302301] [INFO ] [sig       ] [2218/3596] Forecasting NDRA...
[2025-12-12T20:28:02.302330] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-12T20:28:02.302362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-12T20:28:02.314066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-12T20:28:02.314410] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-12T20:28:02.315254] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-12T20:28:02.315319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:02.315367] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:02.315399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:02.315473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:02.374400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:02.375086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:02.375169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:02.375203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:02.490786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:02.490944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:02.490984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:02.491011] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:02.494289] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-12T20:28:02.494556] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-12T20:28:02.494691] [INFO ] [sig       ] NDRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:02.633077] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NDRA.txt
[2025-12-12T20:28:02.633219] [INFO ] [sig       ] [2218/3596] Completed NDRA in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:02.633257] [INFO ] [sig       ] [2219/3596] Forecasting NDSN...
[2025-12-12T20:28:02.633286] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-12T20:28:02.633322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-12T20:28:02.645069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-12T20:28:02.645372] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-12T20:28:02.646207] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-12T20:28:02.646261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:02.646295] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:02.646322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:02.646380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:02.704594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:02.705367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:02.705448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:02.705480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:02.824816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:02.824963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:02.825003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:02.825033] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:02.828369] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-12T20:28:02.828660] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-12T20:28:02.828778] [INFO ] [sig       ] NDSN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:02.967654] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NDSN.txt
[2025-12-12T20:28:02.967812] [INFO ] [sig       ] [2219/3596] Completed NDSN in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:02.967850] [INFO ] [sig       ] [2220/3596] Forecasting NE...
[2025-12-12T20:28:02.967884] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-12T20:28:02.967915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-12T20:28:02.985709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-12T20:28:02.986252] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-12T20:28:02.987148] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-12T20:28:02.987206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:02.987237] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:02.987262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:02.987318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:03.044538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:03.045319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:03.045403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:03.045434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:03.163336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:03.163497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:03.163537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:03.163565] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:03.166859] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-12T20:28:03.167131] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-12T20:28:03.167250] [INFO ] [sig       ] NE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:03.313616] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NE.txt
[2025-12-12T20:28:03.313769] [INFO ] [sig       ] [2220/3596] Completed NE in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.1m
[2025-12-12T20:28:03.313807] [INFO ] [sig       ] [2221/3596] Forecasting NEA...
[2025-12-12T20:28:03.313835] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-12T20:28:03.313865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-12T20:28:03.326753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-12T20:28:03.327138] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-12T20:28:03.328004] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-12T20:28:03.328058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:03.328095] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:03.328133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:03.328194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:03.388468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:03.389336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:03.389417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:03.389450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:03.519606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:03.519770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:03.519810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:03.519840] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:03.523191] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=55.46%)
[2025-12-12T20:28:03.523464] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-12T20:28:03.523599] [INFO ] [sig       ] NEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:03.667876] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NEA.txt
[2025-12-12T20:28:03.668039] [INFO ] [sig       ] [2221/3596] Completed NEA in 0.4s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:03.668078] [INFO ] [sig       ] [2222/3596] Forecasting NECB...
[2025-12-12T20:28:03.668107] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-12T20:28:03.668136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-12T20:28:03.680091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-12T20:28:03.680361] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-12T20:28:03.681177] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-12T20:28:03.681230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:03.681263] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:03.681290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:03.681345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:03.741194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:03.741861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:03.741939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:03.741976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:03.877649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:03.877800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:03.877838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:03.877867] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:03.881328] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-12T20:28:03.881614] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-12T20:28:03.881733] [INFO ] [sig       ] NECB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:04.020817] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NECB.txt
[2025-12-12T20:28:04.020946] [INFO ] [sig       ] [2222/3596] Completed NECB in 0.4s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:04.020983] [INFO ] [sig       ] [2223/3596] Forecasting NEE...
[2025-12-12T20:28:04.021014] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-12T20:28:04.021047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-12T20:28:04.032280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-12T20:28:04.032547] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-12T20:28:04.033329] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-12T20:28:04.033380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:04.033435] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:04.033463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:04.033519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:04.091547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:04.092181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:04.092253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:04.092284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:04.210082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:04.210230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:04.210267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:04.210294] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:04.213586] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-12-12T20:28:04.213856] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-12T20:28:04.213974] [INFO ] [sig       ] NEE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:04.367921] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NEE.txt
[2025-12-12T20:28:04.368063] [INFO ] [sig       ] [2223/3596] Completed NEE in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:04.368101] [INFO ] [sig       ] [2224/3596] Forecasting NEGG...
[2025-12-12T20:28:04.368129] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-12T20:28:04.368161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-12T20:28:04.380882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-12T20:28:04.381236] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-12T20:28:04.382082] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-12T20:28:04.382137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:04.382168] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:04.382195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:04.382249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:04.440587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:04.441308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:04.441386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:04.441417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:04.561971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:04.562154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:04.562194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:04.562223] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:04.565652] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-12T20:28:04.565920] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-12T20:28:04.566048] [INFO ] [sig       ] NEGG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:04.718136] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NEGG.txt
[2025-12-12T20:28:04.718282] [INFO ] [sig       ] [2224/3596] Completed NEGG in 0.4s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:04.718319] [INFO ] [sig       ] [2225/3596] Forecasting NEM...
[2025-12-12T20:28:04.718348] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-12T20:28:04.718379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-12T20:28:04.729999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-12T20:28:04.730334] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-12T20:28:04.731156] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-12T20:28:04.731209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:04.731242] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:04.731268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:04.731330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:04.789722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:04.790801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:04.790901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:04.790940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:04.914212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:04.914365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:04.914405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:04.914433] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:04.917986] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-12T20:28:04.918260] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-12T20:28:04.918381] [INFO ] [sig       ] NEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:05.070918] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NEM.txt
[2025-12-12T20:28:05.071074] [INFO ] [sig       ] [2225/3596] Completed NEM in 0.4s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:05.071111] [INFO ] [sig       ] [2226/3596] Forecasting NEO...
[2025-12-12T20:28:05.071141] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-12T20:28:05.071171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-12T20:28:05.083080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-12T20:28:05.083361] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-12T20:28:05.084139] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-12T20:28:05.084190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:05.084219] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:05.084245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:05.084299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:05.142404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:05.143109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:05.143196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:05.143230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:05.262453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:05.262622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:05.262664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:05.262724] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:05.266175] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-12T20:28:05.266454] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-12T20:28:05.266598] [INFO ] [sig       ] NEO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:05.453663] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NEO.txt
[2025-12-12T20:28:05.453810] [INFO ] [sig       ] [2226/3596] Completed NEO in 0.4s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:05.453849] [INFO ] [sig       ] [2227/3596] Forecasting NEOG...
[2025-12-12T20:28:05.453879] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-12T20:28:05.453909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-12T20:28:05.465844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-12T20:28:05.466188] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-12T20:28:05.466966] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-12T20:28:05.467019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:05.467050] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:05.467076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:05.467132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:05.526358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:05.527240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:05.527322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:05.527355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:05.649310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:05.649463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:05.649502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:05.649530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:05.653087] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-12-12T20:28:05.653376] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-12T20:28:05.653502] [INFO ] [sig       ] NEOG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:05.792377] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NEOG.txt
[2025-12-12T20:28:05.792532] [INFO ] [sig       ] [2227/3596] Completed NEOG in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:05.792595] [INFO ] [sig       ] [2228/3596] Forecasting NEON...
[2025-12-12T20:28:05.792630] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-12T20:28:05.792661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-12T20:28:05.803602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-12T20:28:05.803935] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-12T20:28:05.804702] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-12T20:28:05.804764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:05.804796] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:05.804822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:05.804879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:05.863278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:05.864035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:05.864115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:05.864148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:05.985556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:05.985726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:05.985766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:05.985797] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:05.989131] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-12T20:28:05.989414] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-12T20:28:05.989542] [INFO ] [sig       ] NEON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:06.129026] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NEON.txt
[2025-12-12T20:28:06.129205] [INFO ] [sig       ] [2228/3596] Completed NEON in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:06.129254] [INFO ] [sig       ] [2229/3596] Forecasting NEXA...
[2025-12-12T20:28:06.129284] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-12T20:28:06.129314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-12T20:28:06.141299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-12T20:28:06.141700] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-12T20:28:06.142743] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-12T20:28:06.142795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:06.142827] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:06.142852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:06.142907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:06.204238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:06.205160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:06.205242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:06.205275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:06.322415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:06.322565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:06.322626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:06.322667] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:06.326659] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-12T20:28:06.326979] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-12T20:28:06.327115] [INFO ] [sig       ] NEXA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:06.474239] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NEXA.txt
[2025-12-12T20:28:06.474403] [INFO ] [sig       ] [2229/3596] Completed NEXA in 0.3s | 2.85 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-12T20:28:06.474443] [INFO ] [sig       ] [2230/3596] Forecasting NEXN...
[2025-12-12T20:28:06.474473] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-12T20:28:06.474504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-12T20:28:06.486496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-12T20:28:06.486934] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-12T20:28:06.487792] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-12T20:28:06.487848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:06.487883] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:06.487913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:06.487981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:06.548475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:06.549360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:06.549444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:06.549479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:06.675891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:06.676048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:06.676284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:06.676313] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:06.679652] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-12T20:28:06.679950] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-12T20:28:06.680079] [INFO ] [sig       ] NEXN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:06.828343] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NEXN.txt
[2025-12-12T20:28:06.828501] [INFO ] [sig       ] [2230/3596] Completed NEXN in 0.4s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:06.828541] [INFO ] [sig       ] [2231/3596] Forecasting NFBK...
[2025-12-12T20:28:06.828592] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-12T20:28:06.828625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-12T20:28:06.840798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-12T20:28:06.841145] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-12T20:28:06.841938] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-12T20:28:06.841989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:06.842020] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:06.842047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:06.842103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:06.901714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:06.902592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:06.902680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:06.902714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:07.023306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:07.023462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:07.023501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:07.023529] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:07.027458] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-12T20:28:07.027845] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-12T20:28:07.028030] [INFO ] [sig       ] NFBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:07.172435] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NFBK.txt
[2025-12-12T20:28:07.172608] [INFO ] [sig       ] [2231/3596] Completed NFBK in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:07.172655] [INFO ] [sig       ] [2232/3596] Forecasting NFE...
[2025-12-12T20:28:07.172686] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-12T20:28:07.172716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-12T20:28:07.185001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-12T20:28:07.185425] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-12T20:28:07.186368] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-12T20:28:07.186423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:07.186457] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:07.186485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:07.186542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:07.246515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:07.247412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:07.247497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:07.247532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:07.378595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:07.378770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:07.378814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:07.378845] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:07.382346] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2025-12-12T20:28:07.382654] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-12T20:28:07.382776] [INFO ] [sig       ] NFE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:07.524923] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NFE.txt
[2025-12-12T20:28:07.525063] [INFO ] [sig       ] [2232/3596] Completed NFE in 0.4s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:07.525101] [INFO ] [sig       ] [2233/3596] Forecasting NFG...
[2025-12-12T20:28:07.525129] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-12T20:28:07.525159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-12T20:28:07.536251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-12T20:28:07.536537] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-12T20:28:07.537297] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-12T20:28:07.537347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:07.537377] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:07.537403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:07.537459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:07.595993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:07.596840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:07.596949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:07.596982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:07.719208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:07.719367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:07.719406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:07.719436] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:07.722771] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=57.95%)
[2025-12-12T20:28:07.723070] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-12T20:28:07.723218] [INFO ] [sig       ] NFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:07.861097] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NFG.txt
[2025-12-12T20:28:07.861240] [INFO ] [sig       ] [2233/3596] Completed NFG in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:07.861277] [INFO ] [sig       ] [2234/3596] Forecasting NFJ...
[2025-12-12T20:28:07.861306] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-12T20:28:07.861335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-12T20:28:07.872669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-12T20:28:07.872950] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-12T20:28:07.873715] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-12T20:28:07.873766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:07.873797] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:07.873824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:07.873879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:07.936306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:07.937201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:07.937283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:07.937317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:08.071982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:08.072150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:08.072192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:08.072222] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:08.076032] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-12T20:28:08.076371] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-12T20:28:08.076522] [INFO ] [sig       ] NFJ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:08.245111] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NFJ.txt
[2025-12-12T20:28:08.245252] [INFO ] [sig       ] [2234/3596] Completed NFJ in 0.4s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:08.245290] [INFO ] [sig       ] [2235/3596] Forecasting NFLX...
[2025-12-12T20:28:08.245318] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-12T20:28:08.245348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-12T20:28:08.257354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-12T20:28:08.257736] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-12T20:28:08.258524] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-12T20:28:08.258591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:08.258625] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:08.258650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:08.258712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:08.322020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:08.322951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:08.323045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:08.323084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:08.443060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:08.443221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:08.443277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:08.443306] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:08.446776] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=83.77%)
[2025-12-12T20:28:08.447064] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-12T20:28:08.447193] [INFO ] [sig       ] NFLX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:08.592263] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NFLX.txt
[2025-12-12T20:28:08.592399] [INFO ] [sig       ] [2235/3596] Completed NFLX in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:08.592439] [INFO ] [sig       ] [2236/3596] Forecasting NFTY...
[2025-12-12T20:28:08.592471] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-12T20:28:08.592502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-12T20:28:08.604468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-12T20:28:08.604776] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-12T20:28:08.605549] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-12T20:28:08.605618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:08.605651] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:08.605679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:08.605736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:08.663003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:08.663636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:08.663724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:08.663756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:08.780488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:08.780644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:08.780683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:08.780711] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:08.783991] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-12T20:28:08.784259] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-12T20:28:08.784379] [INFO ] [sig       ] NFTY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:08.933392] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NFTY.txt
[2025-12-12T20:28:08.933557] [INFO ] [sig       ] [2236/3596] Completed NFTY in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:08.933613] [INFO ] [sig       ] [2237/3596] Forecasting NGG...
[2025-12-12T20:28:08.933644] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-12T20:28:08.933674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-12T20:28:08.945116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-12T20:28:08.945402] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-12T20:28:08.946167] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-12T20:28:08.946217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:08.946249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:08.946274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:08.946485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:09.003541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:09.004198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:09.004272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:09.004304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:09.127782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:09.127931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:09.127970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:09.127998] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:09.131386] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-12-12T20:28:09.131674] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-12T20:28:09.131794] [INFO ] [sig       ] NGG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:09.279104] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NGG.txt
[2025-12-12T20:28:09.279247] [INFO ] [sig       ] [2237/3596] Completed NGG in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 8.0m
[2025-12-12T20:28:09.279286] [INFO ] [sig       ] [2238/3596] Forecasting NGL...
[2025-12-12T20:28:09.279315] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-12T20:28:09.279345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-12T20:28:09.290371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-12T20:28:09.290678] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-12T20:28:09.291438] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-12T20:28:09.291489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:09.291520] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:09.291546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:09.291617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:09.348495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:09.349157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:09.349234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:09.349439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:09.467035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:09.467185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:09.467223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:09.467252] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:09.470566] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-12T20:28:09.470848] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-12T20:28:09.470966] [INFO ] [sig       ] NGL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:09.615304] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NGL.txt
[2025-12-12T20:28:09.615478] [INFO ] [sig       ] [2238/3596] Completed NGL in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:09.615521] [INFO ] [sig       ] [2239/3596] Forecasting NGNE...
[2025-12-12T20:28:09.615550] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-12T20:28:09.615602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-12T20:28:09.627825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-12T20:28:09.628200] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-12T20:28:09.629037] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-12T20:28:09.629102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:09.629180] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:09.629213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:09.629270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:09.690825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:09.691850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:09.691931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:09.691963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:09.812586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:09.812725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:09.812763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:09.812791] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:09.816083] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-12T20:28:09.816367] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-12T20:28:09.816489] [INFO ] [sig       ] NGNE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:09.959110] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NGNE.txt
[2025-12-12T20:28:09.959245] [INFO ] [sig       ] [2239/3596] Completed NGNE in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:09.959284] [INFO ] [sig       ] [2240/3596] Forecasting NGS...
[2025-12-12T20:28:09.959312] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-12T20:28:09.959342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-12T20:28:09.972494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-12T20:28:09.972983] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-12T20:28:09.973867] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-12T20:28:09.973922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:09.973984] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:09.974013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:09.974070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:10.036751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:10.037690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:10.037778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:10.037810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:10.170843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:10.171008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:10.171048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:10.171076] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:10.174471] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-12-12T20:28:10.174776] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-12T20:28:10.174904] [INFO ] [sig       ] NGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:10.312704] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NGS.txt
[2025-12-12T20:28:10.312851] [INFO ] [sig       ] [2240/3596] Completed NGS in 0.4s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:10.312890] [INFO ] [sig       ] [2241/3596] Forecasting NGVC...
[2025-12-12T20:28:10.312920] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-12T20:28:10.312949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-12T20:28:10.324389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-12T20:28:10.324847] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-12T20:28:10.325758] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-12T20:28:10.325818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:10.325851] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:10.325876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:10.325932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:10.384627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:10.385481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:10.385565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:10.385616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:10.508146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:10.508306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:10.508346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:10.508374] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:10.511781] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2025-12-12T20:28:10.512055] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-12T20:28:10.512179] [INFO ] [sig       ] NGVC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:10.662276] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NGVC.txt
[2025-12-12T20:28:10.662430] [INFO ] [sig       ] [2241/3596] Completed NGVC in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:10.662468] [INFO ] [sig       ] [2242/3596] Forecasting NHI...
[2025-12-12T20:28:10.662499] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-12T20:28:10.662529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-12T20:28:10.676725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-12T20:28:10.677112] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-12T20:28:10.678173] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-12T20:28:10.678238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:10.678285] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:10.678328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:10.678415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:10.740506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:10.741326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:10.741407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:10.741440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:10.858565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:10.858733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:10.858771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:10.858798] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:10.862145] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-12T20:28:10.862431] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-12T20:28:10.862549] [INFO ] [sig       ] NHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:10.999458] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NHI.txt
[2025-12-12T20:28:10.999622] [INFO ] [sig       ] [2242/3596] Completed NHI in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:10.999663] [INFO ] [sig       ] [2243/3596] Forecasting NHTC...
[2025-12-12T20:28:10.999699] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-12T20:28:10.999731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-12T20:28:11.013500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-12T20:28:11.014004] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-12T20:28:11.014864] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-12T20:28:11.014915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:11.014945] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:11.014970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:11.015025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:11.073881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:11.074871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:11.074962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:11.074994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:11.204363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:11.204518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:11.204558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:11.204634] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:11.207951] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-12-12T20:28:11.208218] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-12T20:28:11.208338] [INFO ] [sig       ] NHTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:11.344928] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NHTC.txt
[2025-12-12T20:28:11.345090] [INFO ] [sig       ] [2243/3596] Completed NHTC in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:11.345128] [INFO ] [sig       ] [2244/3596] Forecasting NI...
[2025-12-12T20:28:11.345158] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-12T20:28:11.345189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-12T20:28:11.357514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-12T20:28:11.357918] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-12T20:28:11.358710] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-12T20:28:11.358763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:11.358794] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:11.358820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:11.358875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:11.415530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:11.416375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:11.416454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:11.416485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:11.537059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:11.537214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:11.537253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:11.537282] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:11.540657] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-12T20:28:11.540922] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-12T20:28:11.541040] [INFO ] [sig       ] NI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:11.680144] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NI.txt
[2025-12-12T20:28:11.680283] [INFO ] [sig       ] [2244/3596] Completed NI in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:11.680321] [INFO ] [sig       ] [2245/3596] Forecasting NIC...
[2025-12-12T20:28:11.680351] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-12T20:28:11.680381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-12T20:28:11.693961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-12T20:28:11.694522] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-12T20:28:11.695719] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-12T20:28:11.695809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:11.695842] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:11.695869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:11.695932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:11.756164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:11.757359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:11.757485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:11.757519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:11.882151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:11.882323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:11.882363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:11.882393] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:11.885893] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-12T20:28:11.886233] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-12T20:28:11.886366] [INFO ] [sig       ] NIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:12.028072] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NIC.txt
[2025-12-12T20:28:12.028259] [INFO ] [sig       ] [2245/3596] Completed NIC in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:12.028301] [INFO ] [sig       ] [2246/3596] Forecasting NICE...
[2025-12-12T20:28:12.028331] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-12T20:28:12.028363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-12T20:28:12.040925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-12T20:28:12.041256] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-12T20:28:12.042031] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-12T20:28:12.042082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:12.042113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:12.042139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:12.042193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:12.102277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:12.103119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:12.103203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:12.103243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:12.226095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:12.226251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:12.226291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:12.226355] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:12.229876] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=44.90%)
[2025-12-12T20:28:12.230169] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-12T20:28:12.230294] [INFO ] [sig       ] NICE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:12.372482] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NICE.txt
[2025-12-12T20:28:12.372647] [INFO ] [sig       ] [2246/3596] Completed NICE in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:12.372687] [INFO ] [sig       ] [2247/3596] Forecasting NIE...
[2025-12-12T20:28:12.372716] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-12T20:28:12.372745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-12T20:28:12.384304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-12T20:28:12.384638] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-12T20:28:12.385460] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-12T20:28:12.385513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:12.385544] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:12.385570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:12.385648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:12.446216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:12.447102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:12.447181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:12.447212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:12.568601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:12.568761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:12.568802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:12.568831] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:12.572224] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2025-12-12T20:28:12.572508] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-12T20:28:12.572653] [INFO ] [sig       ] NIE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:12.714255] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NIE.txt
[2025-12-12T20:28:12.714403] [INFO ] [sig       ] [2247/3596] Completed NIE in 0.3s | 2.85 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-12T20:28:12.714441] [INFO ] [sig       ] [2248/3596] Forecasting NIKL...
[2025-12-12T20:28:12.714471] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-12T20:28:12.714501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-12T20:28:12.728144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-12T20:28:12.728640] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-12T20:28:12.729564] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-12T20:28:12.729644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:12.729680] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:12.729707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:12.729791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:12.788995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:12.790021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:12.790113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:12.790173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:12.908589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:12.908814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:12.908860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:12.908889] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:12.912809] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-12T20:28:12.913121] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-12T20:28:12.913260] [INFO ] [sig       ] NIKL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:13.056065] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NIKL.txt
[2025-12-12T20:28:13.056256] [INFO ] [sig       ] [2248/3596] Completed NIKL in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.9m
[2025-12-12T20:28:13.056300] [INFO ] [sig       ] [2249/3596] Forecasting NIM...
[2025-12-12T20:28:13.056331] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-12T20:28:13.056365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-12T20:28:13.068876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-12T20:28:13.069327] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-12T20:28:13.070317] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-12T20:28:13.070372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:13.070404] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:13.070430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:13.070489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:13.129839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:13.130932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:13.131025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:13.131059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:13.240710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:13.240950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:13.240996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:13.241026] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:13.244954] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-12T20:28:13.245266] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-12T20:28:13.245402] [INFO ] [sig       ] NIM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:13.387343] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NIM.txt
[2025-12-12T20:28:13.387512] [INFO ] [sig       ] [2249/3596] Completed NIM in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.9m
[2025-12-12T20:28:13.387552] [INFO ] [sig       ] [2250/3596] Forecasting NIO...
[2025-12-12T20:28:13.387599] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-12T20:28:13.387634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-12T20:28:13.400482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-12T20:28:13.400921] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-12T20:28:13.401856] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-12T20:28:13.401914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:13.401949] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:13.401977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:13.402050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:13.460647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:13.461595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:13.461727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:13.461762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:13.584034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:13.584301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:13.584482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:13.584517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:13.588326] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-12-12T20:28:13.588655] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-12T20:28:13.588792] [INFO ] [sig       ] NIO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:13.727632] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NIO.txt
[2025-12-12T20:28:13.727816] [INFO ] [sig       ] [2250/3596] Completed NIO in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.9m
[2025-12-12T20:28:13.727858] [INFO ] [sig       ] [2251/3596] Forecasting NIPG...
[2025-12-12T20:28:13.727888] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-12T20:28:13.727922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-12T20:28:13.741950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-12T20:28:13.742632] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-12T20:28:13.743706] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-12T20:28:13.743763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:13.743800] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:13.743833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:13.743894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:13.804776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:13.805929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:13.806023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:13.806057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:13.924850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:13.925107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:13.925159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:13.925189] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:13.929387] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-12T20:28:13.929861] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-12T20:28:13.930020] [INFO ] [sig       ] NIPG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:14.073246] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NIPG.txt
[2025-12-12T20:28:14.073427] [INFO ] [sig       ] [2251/3596] Completed NIPG in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.9m
[2025-12-12T20:28:14.073468] [INFO ] [sig       ] [2252/3596] Forecasting NISN...
[2025-12-12T20:28:14.073498] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-12T20:28:14.073530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-12T20:28:14.085421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-12T20:28:14.085814] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-12T20:28:14.086617] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-12T20:28:14.086682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:14.086715] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:14.086743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:14.086799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:14.147041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:14.147910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:14.147993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:14.148026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:14.264684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:14.264842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:14.264881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:14.264911] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:14.268362] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=40.38%)
[2025-12-12T20:28:14.268657] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-12T20:28:14.268783] [INFO ] [sig       ] NISN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:14.418263] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NISN.txt
[2025-12-12T20:28:14.418433] [INFO ] [sig       ] [2252/3596] Completed NISN in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.9m
[2025-12-12T20:28:14.418472] [INFO ] [sig       ] [2253/3596] Forecasting NITO...
[2025-12-12T20:28:14.418501] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-12T20:28:14.418531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-12T20:28:14.430337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-12T20:28:14.430702] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-12T20:28:14.431537] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-12T20:28:14.431604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:14.431639] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:14.431667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:14.431723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:14.491788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:14.492687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:14.492769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:14.492802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:14.610043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:14.610212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:14.610260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:14.610296] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:14.613988] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-12T20:28:14.614322] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-12T20:28:14.614457] [INFO ] [sig       ] NITO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:14.755898] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NITO.txt
[2025-12-12T20:28:14.756067] [INFO ] [sig       ] [2253/3596] Completed NITO in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.9m
[2025-12-12T20:28:14.756111] [INFO ] [sig       ] [2254/3596] Forecasting NKSH...
[2025-12-12T20:28:14.756141] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-12T20:28:14.756172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-12T20:28:14.767033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-12T20:28:14.767317] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-12T20:28:14.768111] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-12T20:28:14.768163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:14.768198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:14.768224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:14.768279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:14.827344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:14.828052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:14.828130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:14.828164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:14.933485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:14.933654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:14.933699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:14.933730] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:14.937478] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-12T20:28:14.937769] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-12T20:28:14.937892] [INFO ] [sig       ] NKSH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:15.082723] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NKSH.txt
[2025-12-12T20:28:15.082867] [INFO ] [sig       ] [2254/3596] Completed NKSH in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.9m
[2025-12-12T20:28:15.082904] [INFO ] [sig       ] [2255/3596] Forecasting NKTX...
[2025-12-12T20:28:15.082933] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-12T20:28:15.082962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-12T20:28:15.097686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-12T20:28:15.098047] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-12T20:28:15.099006] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-12T20:28:15.099067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:15.099100] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:15.099126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:15.099183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:15.158908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:15.159680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:15.159782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:15.159822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:15.276088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:15.276246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:15.276286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:15.276315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:15.279631] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-12T20:28:15.279947] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-12T20:28:15.280065] [INFO ] [sig       ] NKTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:15.419283] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NKTX.txt
[2025-12-12T20:28:15.419445] [INFO ] [sig       ] [2255/3596] Completed NKTX in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:15.419484] [INFO ] [sig       ] [2256/3596] Forecasting NKX...
[2025-12-12T20:28:15.419514] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-12T20:28:15.419583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-12T20:28:15.431599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-12T20:28:15.431884] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-12T20:28:15.432665] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-12T20:28:15.432716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:15.432748] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:15.432776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:15.432832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:15.500524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:15.501426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:15.501505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:15.501537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:15.622907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:15.623058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:15.623099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:15.623127] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:15.626428] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-12T20:28:15.626725] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-12T20:28:15.626847] [INFO ] [sig       ] NKX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:15.774635] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NKX.txt
[2025-12-12T20:28:15.774807] [INFO ] [sig       ] [2256/3596] Completed NKX in 0.4s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:15.774845] [INFO ] [sig       ] [2257/3596] Forecasting NLOP...
[2025-12-12T20:28:15.774875] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-12T20:28:15.774906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-12T20:28:15.787203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-12T20:28:15.787619] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-12T20:28:15.788412] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-12T20:28:15.788464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:15.788523] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:15.788551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:15.788637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:15.848615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:15.849460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:15.849540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:15.849590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:15.976008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:15.976188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:15.976239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:15.976268] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:15.979781] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-12T20:28:15.980142] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-12T20:28:15.980285] [INFO ] [sig       ] NLOP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:16.121377] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NLOP.txt
[2025-12-12T20:28:16.121560] [INFO ] [sig       ] [2257/3596] Completed NLOP in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:16.121627] [INFO ] [sig       ] [2258/3596] Forecasting NLY...
[2025-12-12T20:28:16.121659] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-12T20:28:16.121697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-12T20:28:16.133777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-12T20:28:16.134136] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-12T20:28:16.134927] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-12T20:28:16.134979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:16.135012] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:16.135040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:16.135096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:16.193311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:16.194171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:16.194259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:16.194291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:16.314062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:16.314220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:16.314259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:16.314287] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:16.317556] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-12T20:28:16.317839] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-12T20:28:16.317955] [INFO ] [sig       ] NLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:16.467791] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NLY.txt
[2025-12-12T20:28:16.467942] [INFO ] [sig       ] [2258/3596] Completed NLY in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:16.467981] [INFO ] [sig       ] [2259/3596] Forecasting NMAI...
[2025-12-12T20:28:16.468009] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-12T20:28:16.468037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-12T20:28:16.480007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-12T20:28:16.480399] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-12T20:28:16.481309] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-12T20:28:16.481373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:16.481407] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:16.481434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:16.481490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:16.539165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:16.539983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:16.540063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:16.540095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:16.656242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:16.656413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:16.656453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:16.656480] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:16.659783] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=61.30%)
[2025-12-12T20:28:16.660048] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-12T20:28:16.660163] [INFO ] [sig       ] NMAI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:16.800563] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NMAI.txt
[2025-12-12T20:28:16.800726] [INFO ] [sig       ] [2259/3596] Completed NMAI in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:16.800764] [INFO ] [sig       ] [2260/3596] Forecasting NMCO...
[2025-12-12T20:28:16.800793] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-12T20:28:16.800824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-12T20:28:16.813000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-12T20:28:16.813289] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-12T20:28:16.814056] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-12T20:28:16.814107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:16.814137] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:16.814163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:16.814217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:16.871738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:16.872383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:16.872458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:16.872489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:16.991354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:16.991507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:16.991545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:16.991622] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:16.994919] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-12T20:28:16.995185] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-12T20:28:16.995325] [INFO ] [sig       ] NMCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:17.139861] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NMCO.txt
[2025-12-12T20:28:17.140008] [INFO ] [sig       ] [2260/3596] Completed NMCO in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:17.140046] [INFO ] [sig       ] [2261/3596] Forecasting NMFC...
[2025-12-12T20:28:17.140075] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-12T20:28:17.140105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-12T20:28:17.152145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-12T20:28:17.152427] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-12T20:28:17.153226] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-12T20:28:17.153290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:17.153327] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:17.153358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:17.153416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:17.211738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:17.212407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:17.212481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:17.212512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:17.330710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:17.330856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:17.330894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:17.330921] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:17.334370] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-12-12T20:28:17.334652] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-12T20:28:17.334769] [INFO ] [sig       ] NMFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:17.478854] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NMFC.txt
[2025-12-12T20:28:17.479010] [INFO ] [sig       ] [2261/3596] Completed NMFC in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:17.479050] [INFO ] [sig       ] [2262/3596] Forecasting NMG...
[2025-12-12T20:28:17.479080] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-12T20:28:17.479115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-12T20:28:17.494344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-12T20:28:17.494823] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-12T20:28:17.495968] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-12T20:28:17.496020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:17.496052] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:17.496078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:17.496136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:17.557412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:17.558797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:17.558904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:17.558948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:17.680773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:17.680939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:17.680979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:17.681009] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:17.684402] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-12T20:28:17.684697] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-12T20:28:17.684822] [INFO ] [sig       ] NMG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:17.824684] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NMG.txt
[2025-12-12T20:28:17.824865] [INFO ] [sig       ] [2262/3596] Completed NMG in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:17.824905] [INFO ] [sig       ] [2263/3596] Forecasting NMI...
[2025-12-12T20:28:17.824934] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-12T20:28:17.824966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-12T20:28:17.838149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-12T20:28:17.838620] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-12T20:28:17.839516] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-12T20:28:17.839598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:17.839649] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:17.839677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:17.839733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:17.901100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:17.902048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:17.902137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:17.902169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:18.013292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:18.013454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:18.013494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:18.013523] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:18.017089] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-12-12T20:28:18.017429] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-12T20:28:18.017567] [INFO ] [sig       ] NMI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:18.171980] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NMI.txt
[2025-12-12T20:28:18.172137] [INFO ] [sig       ] [2263/3596] Completed NMI in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:18.172176] [INFO ] [sig       ] [2264/3596] Forecasting NMIH...
[2025-12-12T20:28:18.172206] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-12T20:28:18.172235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-12T20:28:18.183884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-12T20:28:18.184224] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-12T20:28:18.185050] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-12T20:28:18.185101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:18.185133] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:18.185160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:18.185224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:18.246719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:18.247589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:18.247669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:18.247702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:18.356346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:18.356494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:18.356534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:18.356562] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:18.359872] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-12-12T20:28:18.360155] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-12T20:28:18.360273] [INFO ] [sig       ] NMIH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:18.500523] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NMIH.txt
[2025-12-12T20:28:18.500708] [INFO ] [sig       ] [2264/3596] Completed NMIH in 0.3s | 2.85 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-12T20:28:18.500748] [INFO ] [sig       ] [2265/3596] Forecasting NMM...
[2025-12-12T20:28:18.500778] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-12T20:28:18.500809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-12T20:28:18.513145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-12T20:28:18.513471] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-12T20:28:18.514236] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-12T20:28:18.514292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:18.514322] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:18.514348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:18.514402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:18.575660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:18.576307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:18.576382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:18.576413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:18.697068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:18.697224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:18.697264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:18.697293] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:18.700773] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-12T20:28:18.701046] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-12T20:28:18.701178] [INFO ] [sig       ] NMM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:18.860550] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NMM.txt
[2025-12-12T20:28:18.860717] [INFO ] [sig       ] [2265/3596] Completed NMM in 0.4s | 2.85 sym/s | Total: 13.3m | ETA: 7.8m
[2025-12-12T20:28:18.860757] [INFO ] [sig       ] [2266/3596] Forecasting NMRA...
[2025-12-12T20:28:18.860788] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-12T20:28:18.860819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-12T20:28:18.873352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-12T20:28:18.873764] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-12T20:28:18.874565] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-12T20:28:18.874634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:18.874665] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:18.874690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:18.874745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:18.932835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:18.933736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:18.933817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:18.933849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:19.064156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:19.064360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:19.064417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:19.064447] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:19.068475] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-12-12T20:28:19.068763] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-12T20:28:19.068896] [INFO ] [sig       ] NMRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:19.217700] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NMRA.txt
[2025-12-12T20:28:19.217825] [INFO ] [sig       ] [2266/3596] Completed NMRA in 0.4s | 2.85 sym/s | Total: 13.3m | ETA: 7.8m
[2025-12-12T20:28:19.217867] [INFO ] [sig       ] [2267/3596] Forecasting NMRK...
[2025-12-12T20:28:19.217897] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-12T20:28:19.217927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-12T20:28:19.229483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-12T20:28:19.229800] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-12T20:28:19.230561] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-12T20:28:19.230627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:19.230658] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:19.230684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:19.230738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:19.289225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:19.289883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:19.289995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:19.290030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:19.411038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:19.411178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:19.411219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:19.411256] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:19.414672] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-12T20:28:19.414941] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-12T20:28:19.415064] [INFO ] [sig       ] NMRK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:19.554278] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NMRK.txt
[2025-12-12T20:28:19.554407] [INFO ] [sig       ] [2267/3596] Completed NMRK in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.8m
[2025-12-12T20:28:19.554443] [INFO ] [sig       ] [2268/3596] Forecasting NN...
[2025-12-12T20:28:19.554471] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-12T20:28:19.554503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-12T20:28:19.565889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-12T20:28:19.566170] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-12T20:28:19.566944] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-12T20:28:19.566995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:19.567027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:19.567053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:19.567108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:19.623685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:19.624338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:19.624414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:19.624445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:19.744158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:19.744315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:19.744355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:19.744383] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:19.747849] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-12T20:28:19.748120] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-12T20:28:19.748258] [INFO ] [sig       ] NN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:19.895085] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NN.txt
[2025-12-12T20:28:19.895210] [INFO ] [sig       ] [2268/3596] Completed NN in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.8m
[2025-12-12T20:28:19.895248] [INFO ] [sig       ] [2269/3596] Forecasting NNDM...
[2025-12-12T20:28:19.895282] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-12T20:28:19.895317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-12T20:28:19.907247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-12T20:28:19.907533] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-12T20:28:19.908304] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-12T20:28:19.908354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:19.908384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:19.908408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:19.908462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:19.964508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:19.965333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:19.965415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:19.965446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:20.083534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:20.083708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:20.083748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:20.083776] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:20.087039] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-12T20:28:20.087301] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-12T20:28:20.087416] [INFO ] [sig       ] NNDM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:20.223047] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NNDM.txt
[2025-12-12T20:28:20.223159] [INFO ] [sig       ] [2269/3596] Completed NNDM in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.8m
[2025-12-12T20:28:20.223195] [INFO ] [sig       ] [2270/3596] Forecasting NNE...
[2025-12-12T20:28:20.223224] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-12T20:28:20.223254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-12T20:28:20.236102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-12T20:28:20.236587] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-12T20:28:20.237429] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-12T20:28:20.237490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:20.237536] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:20.237593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:20.237657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:20.296024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:20.296903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:20.296985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:20.297019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:20.427058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:20.427338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:20.427381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:20.427443] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:20.431084] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2025-12-12T20:28:20.431444] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-12T20:28:20.431599] [INFO ] [sig       ] NNE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:20.577983] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NNE.txt
[2025-12-12T20:28:20.578144] [INFO ] [sig       ] [2270/3596] Completed NNE in 0.4s | 2.85 sym/s | Total: 13.3m | ETA: 7.8m
[2025-12-12T20:28:20.578184] [INFO ] [sig       ] [2271/3596] Forecasting NNI...
[2025-12-12T20:28:20.578213] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-12T20:28:20.578243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-12T20:28:20.589546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-12T20:28:20.589869] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-12T20:28:20.590693] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-12T20:28:20.590745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:20.590776] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:20.590802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:20.590857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:20.650872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:20.651544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:20.651637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:20.651671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:20.769693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:20.769852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:20.769891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:20.769919] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:20.773229] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-12T20:28:20.773499] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-12T20:28:20.773633] [INFO ] [sig       ] NNI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:20.917782] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NNI.txt
[2025-12-12T20:28:20.917913] [INFO ] [sig       ] [2271/3596] Completed NNI in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.8m
[2025-12-12T20:28:20.917950] [INFO ] [sig       ] [2272/3596] Forecasting NNN...
[2025-12-12T20:28:20.917979] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-12T20:28:20.918010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-12T20:28:20.929179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-12T20:28:20.929449] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-12T20:28:20.930271] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-12T20:28:20.930324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:20.930354] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:20.930381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:20.930437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:20.989071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:20.989718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:20.989827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:20.989862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:21.107964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:21.108103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:21.108146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:21.108175] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:21.111630] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=57.05%)
[2025-12-12T20:28:21.111909] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-12T20:28:21.112030] [INFO ] [sig       ] NNN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:21.257845] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NNN.txt
[2025-12-12T20:28:21.257994] [INFO ] [sig       ] [2272/3596] Completed NNN in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:21.258033] [INFO ] [sig       ] [2273/3596] Forecasting NNOX...
[2025-12-12T20:28:21.258064] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-12T20:28:21.258096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-12T20:28:21.269415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-12T20:28:21.269708] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-12T20:28:21.270480] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-12T20:28:21.270530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:21.270561] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:21.270606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:21.270666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:21.327940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:21.328635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:21.328712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:21.328746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:21.452599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:21.452750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:21.452791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:21.452821] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:21.456253] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-12T20:28:21.456530] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-12T20:28:21.456683] [INFO ] [sig       ] NNOX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:21.601861] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NNOX.txt
[2025-12-12T20:28:21.602018] [INFO ] [sig       ] [2273/3596] Completed NNOX in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:21.602061] [INFO ] [sig       ] [2274/3596] Forecasting NNY...
[2025-12-12T20:28:21.602096] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-12T20:28:21.602128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-12T20:28:21.613392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-12T20:28:21.613721] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-12T20:28:21.614467] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-12T20:28:21.614517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:21.614588] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:21.614628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:21.614686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:21.671710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:21.672388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:21.672465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:21.672498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:21.779791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:21.779946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:21.779985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:21.780014] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:21.783433] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-12T20:28:21.783725] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-12T20:28:21.783849] [INFO ] [sig       ] NNY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:21.927840] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NNY.txt
[2025-12-12T20:28:21.927996] [INFO ] [sig       ] [2274/3596] Completed NNY in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:21.928035] [INFO ] [sig       ] [2275/3596] Forecasting NOA...
[2025-12-12T20:28:21.928065] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-12T20:28:21.928095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-12T20:28:21.939952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-12T20:28:21.940338] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-12T20:28:21.941173] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-12T20:28:21.941226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:21.941258] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:21.941286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:21.941352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:22.000987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:22.001856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:22.001937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:22.001971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:22.123789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:22.123944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:22.123984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:22.124013] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:22.127269] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-12-12T20:28:22.127537] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-12T20:28:22.127704] [INFO ] [sig       ] NOA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:22.269820] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NOA.txt
[2025-12-12T20:28:22.269988] [INFO ] [sig       ] [2275/3596] Completed NOA in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:22.270028] [INFO ] [sig       ] [2276/3596] Forecasting NOAH...
[2025-12-12T20:28:22.270058] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-12T20:28:22.270091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-12T20:28:22.281349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-12T20:28:22.281694] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-12T20:28:22.282480] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-12T20:28:22.282533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:22.282565] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:22.282625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:22.282690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:22.339941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:22.340769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:22.340849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:22.340881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:22.462547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:22.462711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:22.462749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:22.462778] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:22.466182] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=77.77%)
[2025-12-12T20:28:22.466451] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-12T20:28:22.466569] [INFO ] [sig       ] NOAH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:22.618566] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NOAH.txt
[2025-12-12T20:28:22.618741] [INFO ] [sig       ] [2276/3596] Completed NOAH in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:22.618782] [INFO ] [sig       ] [2277/3596] Forecasting NODK...
[2025-12-12T20:28:22.618814] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-12T20:28:22.618846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-12T20:28:22.628667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-12T20:28:22.628907] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-12T20:28:22.629721] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-12T20:28:22.629795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:22.629829] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:22.629856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:22.629914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:22.689443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:22.690123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:22.690214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:22.690247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:22.795486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:22.795644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:22.795685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:22.795745] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:22.799153] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-12T20:28:22.799433] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-12T20:28:22.799557] [INFO ] [sig       ] NODK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:22.942131] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NODK.txt
[2025-12-12T20:28:22.942258] [INFO ] [sig       ] [2277/3596] Completed NODK in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:22.942296] [INFO ] [sig       ] [2278/3596] Forecasting NOG...
[2025-12-12T20:28:22.942326] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-12T20:28:22.942362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-12T20:28:22.953659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-12T20:28:22.953958] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-12T20:28:22.954796] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-12T20:28:22.954849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:22.954881] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:22.954908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:22.954964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:23.015457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:23.016220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:23.016322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:23.016356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:23.133608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:23.133749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:23.133787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:23.133815] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:23.137028] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-12T20:28:23.137290] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-12T20:28:23.137417] [INFO ] [sig       ] NOG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:23.283158] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NOG.txt
[2025-12-12T20:28:23.283305] [INFO ] [sig       ] [2278/3596] Completed NOG in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:23.283343] [INFO ] [sig       ] [2279/3596] Forecasting NOMD...
[2025-12-12T20:28:23.283372] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-12T20:28:23.283403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-12T20:28:23.294801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-12T20:28:23.295095] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-12T20:28:23.295904] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-12T20:28:23.295956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:23.295987] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:23.296014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:23.296072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:23.354383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:23.355054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:23.355129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:23.355161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:23.474558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:23.474720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:23.474761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:23.474790] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:23.478206] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-12T20:28:23.478527] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-12T20:28:23.478684] [INFO ] [sig       ] NOMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:23.628051] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NOMD.txt
[2025-12-12T20:28:23.628215] [INFO ] [sig       ] [2279/3596] Completed NOMD in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:23.628255] [INFO ] [sig       ] [2280/3596] Forecasting NOTE...
[2025-12-12T20:28:23.628285] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-12T20:28:23.628318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-12T20:28:23.639640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-12T20:28:23.640001] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-12T20:28:23.641022] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-12T20:28:23.641075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:23.641107] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:23.641133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:23.641188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:23.701161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:23.701827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:23.701905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:23.701938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:23.823390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:23.823542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:23.823599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:23.823630] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:23.827292] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-12T20:28:23.827563] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-12T20:28:23.827704] [INFO ] [sig       ] NOTE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:23.969957] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NOTE.txt
[2025-12-12T20:28:23.970092] [INFO ] [sig       ] [2280/3596] Completed NOTE in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:23.970130] [INFO ] [sig       ] [2281/3596] Forecasting NPCE...
[2025-12-12T20:28:23.970161] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-12T20:28:23.970193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-12T20:28:23.981057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-12T20:28:23.981326] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-12T20:28:23.982098] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-12T20:28:23.982148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:23.982179] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:23.982205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:23.982261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:24.040877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:24.041505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:24.041608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:24.041644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:24.166305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:24.166461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:24.166503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:24.166531] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:24.170055] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=72.41%)
[2025-12-12T20:28:24.170359] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-12T20:28:24.170496] [INFO ] [sig       ] NPCE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:24.318047] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NPCE.txt
[2025-12-12T20:28:24.318202] [INFO ] [sig       ] [2281/3596] Completed NPCE in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:24.318241] [INFO ] [sig       ] [2282/3596] Forecasting NPFD...
[2025-12-12T20:28:24.318270] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-12T20:28:24.318300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-12T20:28:24.329337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-12T20:28:24.329627] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-12T20:28:24.330399] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-12T20:28:24.330460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:24.330497] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:24.330525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:24.330608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:24.390198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:24.390930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:24.391011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:24.391044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:24.515254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:24.515425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:24.515471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:24.515499] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:24.518930] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-12T20:28:24.519196] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-12T20:28:24.519321] [INFO ] [sig       ] NPFD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:24.663545] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NPFD.txt
[2025-12-12T20:28:24.663716] [INFO ] [sig       ] [2282/3596] Completed NPFD in 0.3s | 2.85 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-12T20:28:24.663754] [INFO ] [sig       ] [2283/3596] Forecasting NPK...
[2025-12-12T20:28:24.663784] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-12T20:28:24.663813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-12T20:28:24.674839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-12T20:28:24.675131] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-12T20:28:24.676005] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-12T20:28:24.676059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:24.676091] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:24.676119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:24.676176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:24.735566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:24.736196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:24.736273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:24.736306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:24.860446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:24.860606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:24.860647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:24.860677] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:24.864039] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-12T20:28:24.864310] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-12T20:28:24.864448] [INFO ] [sig       ] NPK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:25.006500] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NPK.txt
[2025-12-12T20:28:25.006644] [INFO ] [sig       ] [2283/3596] Completed NPK in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.7m
[2025-12-12T20:28:25.006684] [INFO ] [sig       ] [2284/3596] Forecasting NPO...
[2025-12-12T20:28:25.006713] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-12T20:28:25.006742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-12T20:28:25.017769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-12T20:28:25.018048] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-12T20:28:25.018813] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-12T20:28:25.018864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:25.018894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:25.018921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:25.018976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:25.076914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:25.077503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:25.077617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:25.077652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:25.194683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:25.194808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:25.194844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:25.194872] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:25.198104] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-12T20:28:25.198365] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-12T20:28:25.198480] [INFO ] [sig       ] NPO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:25.340454] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NPO.txt
[2025-12-12T20:28:25.340599] [INFO ] [sig       ] [2284/3596] Completed NPO in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.7m
[2025-12-12T20:28:25.340637] [INFO ] [sig       ] [2285/3596] Forecasting NQP...
[2025-12-12T20:28:25.340666] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-12T20:28:25.340697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-12T20:28:25.351660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-12T20:28:25.351934] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-12T20:28:25.352706] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-12T20:28:25.352756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:25.352787] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:25.352814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:25.352888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:25.409345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:25.410020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:25.410094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:25.410125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:25.526665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:25.526810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:25.526848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:25.526876] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:25.530152] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-12T20:28:25.530429] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-12T20:28:25.530568] [INFO ] [sig       ] NQP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:25.670444] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NQP.txt
[2025-12-12T20:28:25.670593] [INFO ] [sig       ] [2285/3596] Completed NQP in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.7m
[2025-12-12T20:28:25.670631] [INFO ] [sig       ] [2286/3596] Forecasting NRC...
[2025-12-12T20:28:25.670660] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-12T20:28:25.670691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-12T20:28:25.681935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-12T20:28:25.682211] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-12T20:28:25.682999] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-12T20:28:25.683060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:25.683097] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:25.683128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:25.683189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:25.740158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:25.740792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:25.740873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:25.740911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:25.859363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:25.859510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:25.859549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:25.859595] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:25.862910] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=67.16%)
[2025-12-12T20:28:25.863180] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-12T20:28:25.863297] [INFO ] [sig       ] NRC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:26.004139] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NRC.txt
[2025-12-12T20:28:26.004292] [INFO ] [sig       ] [2286/3596] Completed NRC in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.7m
[2025-12-12T20:28:26.004339] [INFO ] [sig       ] [2287/3596] Forecasting NRDS...
[2025-12-12T20:28:26.004369] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-12T20:28:26.004401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-12T20:28:26.015703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-12T20:28:26.015980] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-12T20:28:26.016750] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-12T20:28:26.016810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:26.016842] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:26.016868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:26.016923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:26.073781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:26.074362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:26.074436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:26.074475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:26.189340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:26.189498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:26.189542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:26.189596] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:26.192905] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-12T20:28:26.193171] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-12T20:28:26.193288] [INFO ] [sig       ] NRDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:26.332111] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NRDS.txt
[2025-12-12T20:28:26.332268] [INFO ] [sig       ] [2287/3596] Completed NRDS in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.7m
[2025-12-12T20:28:26.332306] [INFO ] [sig       ] [2288/3596] Forecasting NREF...
[2025-12-12T20:28:26.332334] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-12T20:28:26.332365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-12T20:28:26.343281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-12T20:28:26.343565] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-12T20:28:26.344344] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-12T20:28:26.344394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:26.344425] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:26.344451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:26.344507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:26.402041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:26.402704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:26.402777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:26.402808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:26.522554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:26.522723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:26.522762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:26.522791] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:26.526070] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-12T20:28:26.526334] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-12T20:28:26.526450] [INFO ] [sig       ] NREF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:26.663819] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NREF.txt
[2025-12-12T20:28:26.663976] [INFO ] [sig       ] [2288/3596] Completed NREF in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:26.664017] [INFO ] [sig       ] [2289/3596] Forecasting NRG...
[2025-12-12T20:28:26.664045] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-12T20:28:26.664079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-12T20:28:26.676557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-12T20:28:26.676874] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-12T20:28:26.677626] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-12T20:28:26.677676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:26.677707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:26.677733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:26.677788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:26.737119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:26.738081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:26.738162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:26.738194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:26.870049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:26.870218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:26.870259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:26.870288] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:26.874373] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=40.71%)
[2025-12-12T20:28:26.874720] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-12T20:28:26.874846] [INFO ] [sig       ] NRG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:27.017335] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NRG.txt
[2025-12-12T20:28:27.017484] [INFO ] [sig       ] [2289/3596] Completed NRG in 0.4s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:27.017529] [INFO ] [sig       ] [2290/3596] Forecasting NRIM...
[2025-12-12T20:28:27.017564] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-12T20:28:27.017622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-12T20:28:27.029368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-12T20:28:27.029676] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-12T20:28:27.030703] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-12T20:28:27.030757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:27.030789] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:27.030816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:27.030872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:27.088704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:27.089302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:27.089375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:27.089406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:27.212370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:27.212502] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:28:27.212540] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:27.212585] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:27.215851] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-12T20:28:27.216113] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-12T20:28:27.216229] [INFO ] [sig       ] NRIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:27.355214] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NRIM.txt
[2025-12-12T20:28:27.355331] [INFO ] [sig       ] [2290/3596] Completed NRIM in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:27.355376] [INFO ] [sig       ] [2291/3596] Forecasting NRIX...
[2025-12-12T20:28:27.355409] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-12T20:28:27.355446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-12T20:28:27.366677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-12T20:28:27.366964] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-12T20:28:27.367732] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-12T20:28:27.367782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:27.367836] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:27.367864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:27.367918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:27.425318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:27.425977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:27.426052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:27.426084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:27.550369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:27.550526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:27.550592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:27.550629] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:27.553947] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-12T20:28:27.554212] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-12T20:28:27.554333] [INFO ] [sig       ] NRIX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:27.693651] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NRIX.txt
[2025-12-12T20:28:27.693772] [INFO ] [sig       ] [2291/3596] Completed NRIX in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:27.693808] [INFO ] [sig       ] [2292/3596] Forecasting NRK...
[2025-12-12T20:28:27.693836] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-12T20:28:27.693867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-12T20:28:27.704708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-12T20:28:27.704987] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-12T20:28:27.705747] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-12T20:28:27.705797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:27.705827] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:27.705853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:27.705907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:27.762988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:27.763599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:27.763675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:27.763707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:27.877348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:27.877497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:27.877537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:27.877567] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:27.881011] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-12T20:28:27.881295] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-12T20:28:27.881414] [INFO ] [sig       ] NRK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:28.028731] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NRK.txt
[2025-12-12T20:28:28.028854] [INFO ] [sig       ] [2292/3596] Completed NRK in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:28.028892] [INFO ] [sig       ] [2293/3596] Forecasting NRP...
[2025-12-12T20:28:28.028920] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-12T20:28:28.028950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-12T20:28:28.040013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-12T20:28:28.040329] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-12T20:28:28.041095] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-12T20:28:28.041144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:28.041175] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:28.041201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:28.041255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:28.098698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:28.099284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:28.099355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:28.099387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:28.216364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:28.216509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:28.216548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:28.216592] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:28.219833] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-12T20:28:28.220098] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-12T20:28:28.220214] [INFO ] [sig       ] NRP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:28.375855] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NRP.txt
[2025-12-12T20:28:28.375992] [INFO ] [sig       ] [2293/3596] Completed NRP in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:28.376030] [INFO ] [sig       ] [2294/3596] Forecasting NRXP...
[2025-12-12T20:28:28.376064] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-12T20:28:28.376096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-12T20:28:28.387484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-12T20:28:28.387778] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-12T20:28:28.388526] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-12T20:28:28.388599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:28.388632] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:28.388657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:28.388712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:28.445448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:28.446065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:28.446139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:28.446170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:28.564096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:28.564240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:28.564295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:28.564352] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:28.568714] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-12T20:28:28.568990] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-12T20:28:28.569114] [INFO ] [sig       ] NRXP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:28.705181] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NRXP.txt
[2025-12-12T20:28:28.705304] [INFO ] [sig       ] [2294/3596] Completed NRXP in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:28.705341] [INFO ] [sig       ] [2295/3596] Forecasting NSC...
[2025-12-12T20:28:28.705369] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-12T20:28:28.705399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-12T20:28:28.717077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-12T20:28:28.717371] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-12T20:28:28.718157] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-12T20:28:28.718211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:28.718243] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:28.718269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:28.718325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:28.777928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:28.778546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:28.778656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:28.778696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:28.900444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:28.900626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:28.900672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:28.900700] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:28.904066] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=76.56%)
[2025-12-12T20:28:28.904329] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-12T20:28:28.904445] [INFO ] [sig       ] NSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:29.068221] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NSC.txt
[2025-12-12T20:28:29.068351] [INFO ] [sig       ] [2295/3596] Completed NSC in 0.4s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:29.068388] [INFO ] [sig       ] [2296/3596] Forecasting NSP...
[2025-12-12T20:28:29.068418] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-12T20:28:29.068448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-12T20:28:29.079417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-12T20:28:29.079714] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-12T20:28:29.080528] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-12T20:28:29.080597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:29.080631] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:29.080658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:29.080715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:29.140027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:29.140722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:29.140798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:29.140831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:29.270053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:29.270198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:29.270238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:29.270266] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:29.273591] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-12-12T20:28:29.273863] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-12T20:28:29.273980] [INFO ] [sig       ] NSP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:29.410816] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NSP.txt
[2025-12-12T20:28:29.410939] [INFO ] [sig       ] [2296/3596] Completed NSP in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:29.410975] [INFO ] [sig       ] [2297/3596] Forecasting NSSC...
[2025-12-12T20:28:29.411004] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-12T20:28:29.411035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-12T20:28:29.422095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-12T20:28:29.422395] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-12T20:28:29.423190] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-12T20:28:29.423243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:29.423295] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:29.423323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:29.423380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:29.481745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:29.482348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:29.482425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:29.482459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:29.603496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:29.603667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:29.603707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:29.603735] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:29.607104] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-12T20:28:29.607409] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-12T20:28:29.607537] [INFO ] [sig       ] NSSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:29.747256] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NSSC.txt
[2025-12-12T20:28:29.747385] [INFO ] [sig       ] [2297/3596] Completed NSSC in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:29.747422] [INFO ] [sig       ] [2298/3596] Forecasting NTAP...
[2025-12-12T20:28:29.747452] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-12T20:28:29.747488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-12T20:28:29.759073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-12T20:28:29.759355] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-12T20:28:29.760177] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-12T20:28:29.760229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:29.760272] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:29.760301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:29.760357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:29.818709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:29.819329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:29.819405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:29.819438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:29.938125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:29.938272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:29.938311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:29.938338] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:29.941604] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-12T20:28:29.941894] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-12T20:28:29.942011] [INFO ] [sig       ] NTAP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:30.082000] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NTAP.txt
[2025-12-12T20:28:30.082149] [INFO ] [sig       ] [2298/3596] Completed NTAP in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:30.082188] [INFO ] [sig       ] [2299/3596] Forecasting NTB...
[2025-12-12T20:28:30.082216] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-12T20:28:30.082247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-12T20:28:30.093930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-12T20:28:30.094235] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-12T20:28:30.095043] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-12T20:28:30.095097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:30.095129] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:30.095155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:30.095212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:30.151692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:30.152277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:30.152353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:30.152383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:30.267798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:30.267912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:30.267954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:30.267983] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:30.271266] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=77.48%)
[2025-12-12T20:28:30.271530] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-12T20:28:30.271670] [INFO ] [sig       ] NTB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:30.409106] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NTB.txt
[2025-12-12T20:28:30.409233] [INFO ] [sig       ] [2299/3596] Completed NTB in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:30.409270] [INFO ] [sig       ] [2300/3596] Forecasting NTES...
[2025-12-12T20:28:30.409297] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-12T20:28:30.409327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-12T20:28:30.420695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-12T20:28:30.421004] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-12T20:28:30.421759] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-12T20:28:30.421809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:30.421839] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:30.421865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:30.421919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:30.478770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:30.479351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:30.479423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:30.479455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:30.600978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:30.601117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:30.601154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:30.601181] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:30.604482] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-12T20:28:30.604768] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-12T20:28:30.604889] [INFO ] [sig       ] NTES: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:30.744894] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NTES.txt
[2025-12-12T20:28:30.745012] [INFO ] [sig       ] [2300/3596] Completed NTES in 0.3s | 2.85 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-12T20:28:30.745048] [INFO ] [sig       ] [2301/3596] Forecasting NTIC...
[2025-12-12T20:28:30.745077] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-12T20:28:30.745106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-12T20:28:30.756295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-12T20:28:30.756659] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-12T20:28:30.757425] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-12T20:28:30.757477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:30.757509] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:30.757537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:30.757620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:30.817272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:30.817942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:30.818045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:30.818080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:30.928493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:30.928652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:30.928693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:30.928721] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:30.932210] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-12T20:28:30.932474] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-12T20:28:30.932616] [INFO ] [sig       ] NTIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:31.069035] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NTIC.txt
[2025-12-12T20:28:31.069159] [INFO ] [sig       ] [2301/3596] Completed NTIC in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.6m
[2025-12-12T20:28:31.069196] [INFO ] [sig       ] [2302/3596] Forecasting NTLA...
[2025-12-12T20:28:31.069231] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-12T20:28:31.069263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-12T20:28:31.080403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-12T20:28:31.080701] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-12T20:28:31.081439] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-12T20:28:31.081489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:31.081520] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:31.081545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:31.081618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:31.138339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:31.139199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:31.139285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:31.139317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:31.259544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:31.259703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:31.259742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:31.259779] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:31.263025] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2025-12-12T20:28:31.263288] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-12T20:28:31.263406] [INFO ] [sig       ] NTLA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:31.402198] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NTLA.txt
[2025-12-12T20:28:31.402324] [INFO ] [sig       ] [2302/3596] Completed NTLA in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.6m
[2025-12-12T20:28:31.402364] [INFO ] [sig       ] [2303/3596] Forecasting NTNX...
[2025-12-12T20:28:31.402395] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-12T20:28:31.402427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-12T20:28:31.413533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-12T20:28:31.413837] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-12T20:28:31.414588] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-12T20:28:31.414639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:31.414670] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:31.414698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:31.414754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:31.472017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:31.472679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:31.472757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:31.472790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:31.592192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:31.592332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:31.592370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:31.592400] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:31.595756] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-12T20:28:31.596178] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-12T20:28:31.596296] [INFO ] [sig       ] NTNX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:31.739126] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NTNX.txt
[2025-12-12T20:28:31.739280] [INFO ] [sig       ] [2303/3596] Completed NTNX in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.6m
[2025-12-12T20:28:31.739318] [INFO ] [sig       ] [2304/3596] Forecasting NTRA...
[2025-12-12T20:28:31.739348] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-12T20:28:31.739378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-12T20:28:31.751656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-12T20:28:31.752067] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-12T20:28:31.752976] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-12T20:28:31.753030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:31.753062] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:31.753088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:31.753142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:31.813322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:31.814173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:31.814252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:31.814283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:31.936193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:31.936342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:31.936382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:31.936410] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:31.939992] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-12T20:28:31.940291] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-12T20:28:31.940418] [INFO ] [sig       ] NTRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:32.086407] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NTRA.txt
[2025-12-12T20:28:32.086631] [INFO ] [sig       ] [2304/3596] Completed NTRA in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.6m
[2025-12-12T20:28:32.086676] [INFO ] [sig       ] [2305/3596] Forecasting NTRB...
[2025-12-12T20:28:32.086706] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-12T20:28:32.086737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-12T20:28:32.098262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-12T20:28:32.098677] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-12T20:28:32.099456] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-12T20:28:32.099510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:32.099543] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:32.099590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:32.099658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:32.157892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:32.158736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:32.158815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:32.158848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:32.272847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:32.272996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:32.273034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:32.273077] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:32.276377] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-12T20:28:32.276667] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-12T20:28:32.276789] [INFO ] [sig       ] NTRB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:32.415548] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NTRB.txt
[2025-12-12T20:28:32.415718] [INFO ] [sig       ] [2305/3596] Completed NTRB in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:32.415763] [INFO ] [sig       ] [2306/3596] Forecasting NTRS...
[2025-12-12T20:28:32.415792] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-12T20:28:32.415822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-12T20:28:32.426754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-12T20:28:32.427044] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-12T20:28:32.427873] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-12T20:28:32.427926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:32.427958] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:32.427985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:32.428042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:32.487024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:32.487665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:32.487754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:32.487788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:32.605073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:32.605208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:32.605245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:32.605273] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:32.608786] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-12T20:28:32.609050] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-12T20:28:32.609166] [INFO ] [sig       ] NTRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:32.747821] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NTRS.txt
[2025-12-12T20:28:32.747942] [INFO ] [sig       ] [2306/3596] Completed NTRS in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:32.747979] [INFO ] [sig       ] [2307/3596] Forecasting NTRSO...
[2025-12-12T20:28:32.748007] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-12T20:28:32.748037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-12T20:28:32.759275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-12T20:28:32.759597] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-12T20:28:32.760449] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-12T20:28:32.760502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:32.760536] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:32.760594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:32.760677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:32.818691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:32.819303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:32.819390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:32.819421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:32.939043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:32.939196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:32.939235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:32.939265] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:32.942689] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-12T20:28:32.942977] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-12T20:28:32.943099] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:33.081827] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NTRSO.txt
[2025-12-12T20:28:33.081980] [INFO ] [sig       ] [2307/3596] Completed NTRSO in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:33.082019] [INFO ] [sig       ] [2308/3596] Forecasting NUKK...
[2025-12-12T20:28:33.082048] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-12T20:28:33.082078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-12T20:28:33.094244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-12T20:28:33.094654] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-12T20:28:33.095487] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-12T20:28:33.095543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:33.095628] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:33.095660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:33.095719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:33.153512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:33.154420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:33.154506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:33.154538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:33.274735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:33.274891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:33.274955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:33.274997] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:33.278848] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=33.42%)
[2025-12-12T20:28:33.279122] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-12T20:28:33.279246] [INFO ] [sig       ] NUKK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:33.417076] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NUKK.txt
[2025-12-12T20:28:33.417216] [INFO ] [sig       ] [2308/3596] Completed NUKK in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:33.417257] [INFO ] [sig       ] [2309/3596] Forecasting NUS...
[2025-12-12T20:28:33.417289] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-12T20:28:33.417320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-12T20:28:33.428643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-12T20:28:33.429002] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-12T20:28:33.429819] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-12T20:28:33.429872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:33.429916] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:33.429945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:33.430001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:33.487411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:33.488118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:33.488196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:33.488230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:33.613975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:33.614138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:33.614183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:33.614213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:33.617876] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=25.68%)
[2025-12-12T20:28:33.618158] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-12T20:28:33.618284] [INFO ] [sig       ] NUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:33.757327] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NUS.txt
[2025-12-12T20:28:33.757472] [INFO ] [sig       ] [2309/3596] Completed NUS in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:33.757511] [INFO ] [sig       ] [2310/3596] Forecasting NUTX...
[2025-12-12T20:28:33.757542] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-12T20:28:33.757602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-12T20:28:33.768766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-12T20:28:33.769084] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-12T20:28:33.769908] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-12T20:28:33.769959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:33.769990] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:33.770015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:33.770069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:33.826974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:33.827641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:33.827717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:33.827748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:33.948390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:33.948546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:33.948613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:33.948651] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:33.952228] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-12T20:28:33.952522] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-12T20:28:33.952672] [INFO ] [sig       ] NUTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:34.095885] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NUTX.txt
[2025-12-12T20:28:34.096049] [INFO ] [sig       ] [2310/3596] Completed NUTX in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:34.096087] [INFO ] [sig       ] [2311/3596] Forecasting NUVB...
[2025-12-12T20:28:34.096115] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-12T20:28:34.096146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-12T20:28:34.108792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-12T20:28:34.109218] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-12T20:28:34.110109] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-12T20:28:34.110163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:34.110194] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:34.110221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:34.110277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:34.170416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:34.171257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:34.171336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:34.171369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:34.295759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:34.295913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:34.295952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:34.296012] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:34.299379] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-12T20:28:34.299666] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-12T20:28:34.299821] [INFO ] [sig       ] NUVB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:34.441169] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NUVB.txt
[2025-12-12T20:28:34.441301] [INFO ] [sig       ] [2311/3596] Completed NUVB in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:34.441340] [INFO ] [sig       ] [2312/3596] Forecasting NUVL...
[2025-12-12T20:28:34.441371] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-12T20:28:34.441402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-12T20:28:34.452857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-12T20:28:34.453123] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-12T20:28:34.453907] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-12T20:28:34.453959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:34.453993] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:34.454020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:34.454077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:34.513411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:34.514192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:34.514272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:34.514315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:34.636314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:34.636467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:34.636506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:34.636536] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:34.640048] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-12-12T20:28:34.640347] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-12T20:28:34.640477] [INFO ] [sig       ] NUVL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:34.786541] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NUVL.txt
[2025-12-12T20:28:34.786718] [INFO ] [sig       ] [2312/3596] Completed NUVL in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:34.786758] [INFO ] [sig       ] [2313/3596] Forecasting NUWE...
[2025-12-12T20:28:34.786795] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-12T20:28:34.786829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-12T20:28:34.797812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-12T20:28:34.798132] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-12T20:28:34.798965] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-12T20:28:34.799018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:34.799050] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:34.799079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:34.799138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:34.858421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:34.859311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:34.859392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:34.859426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:34.981959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:34.982105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:34.982145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:34.982174] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:34.985437] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-12-12T20:28:34.985724] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-12T20:28:34.986039] [INFO ] [sig       ] NUWE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:35.134875] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NUWE.txt
[2025-12-12T20:28:35.135030] [INFO ] [sig       ] [2313/3596] Completed NUWE in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:35.135068] [INFO ] [sig       ] [2314/3596] Forecasting NVAX...
[2025-12-12T20:28:35.135098] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-12T20:28:35.135129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-12T20:28:35.146597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-12T20:28:35.147151] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-12T20:28:35.147973] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-12T20:28:35.148222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:35.148253] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:35.148281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:35.148338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:35.208112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:35.208959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:35.209039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:35.209072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:35.333420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:35.333589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:35.333634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:35.333664] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:35.337050] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=60.56%)
[2025-12-12T20:28:35.337355] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-12T20:28:35.337498] [INFO ] [sig       ] NVAX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:35.481333] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NVAX.txt
[2025-12-12T20:28:35.481488] [INFO ] [sig       ] [2314/3596] Completed NVAX in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:35.481529] [INFO ] [sig       ] [2315/3596] Forecasting NVD...
[2025-12-12T20:28:35.481560] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-12T20:28:35.481615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-12T20:28:35.493099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-12T20:28:35.493456] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-12T20:28:35.494274] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-12T20:28:35.494327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:35.494359] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:35.494387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:35.494444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:35.555621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:35.556438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:35.556514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:35.556546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:35.667699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:35.667859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:35.667898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:35.667927] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:35.671225] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-12-12T20:28:35.671493] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-12T20:28:35.671632] [INFO ] [sig       ] NVD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:35.808470] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NVD.txt
[2025-12-12T20:28:35.808646] [INFO ] [sig       ] [2315/3596] Completed NVD in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:35.808690] [INFO ] [sig       ] [2316/3596] Forecasting NVDA...
[2025-12-12T20:28:35.808721] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-12T20:28:35.808751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-12T20:28:35.820271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-12T20:28:35.820639] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-12T20:28:35.821420] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-12T20:28:35.821472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:35.821504] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:35.821531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:35.821608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:35.878855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:35.879695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:35.879799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:35.879839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:36.000874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:36.001027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:36.001066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:36.001109] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:36.004383] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-12T20:28:36.004674] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-12T20:28:36.004798] [INFO ] [sig       ] NVDA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:36.145836] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NVDA.txt
[2025-12-12T20:28:36.145995] [INFO ] [sig       ] [2316/3596] Completed NVDA in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:36.146034] [INFO ] [sig       ] [2317/3596] Forecasting NVDD...
[2025-12-12T20:28:36.146065] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-12T20:28:36.146097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-12T20:28:36.157517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-12T20:28:36.157916] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-12T20:28:36.158713] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-12T20:28:36.158765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:36.158798] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:36.158825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:36.158881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:36.220303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:36.221185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:36.221267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:36.221299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:36.344927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:36.345084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:36.345125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:36.345153] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:36.348662] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-12T20:28:36.348978] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-12T20:28:36.349104] [INFO ] [sig       ] NVDD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:36.491314] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVDD.txt
[2025-12-12T20:28:36.491469] [INFO ] [sig       ] [2317/3596] Completed NVDD in 0.3s | 2.85 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-12T20:28:36.491507] [INFO ] [sig       ] [2318/3596] Forecasting NVDL...
[2025-12-12T20:28:36.491536] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-12T20:28:36.491566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-12T20:28:36.503727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-12T20:28:36.504067] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-12T20:28:36.504862] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-12T20:28:36.504915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:36.504947] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:36.504976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:36.505033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:36.567079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:36.567970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:36.568089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:36.568138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:36.690237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:36.690403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:36.690444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:36.690475] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:36.693910] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-12-12T20:28:36.694225] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-12T20:28:36.694360] [INFO ] [sig       ] NVDL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:36.836526] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVDL.txt
[2025-12-12T20:28:36.836724] [INFO ] [sig       ] [2318/3596] Completed NVDL in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.5m
[2025-12-12T20:28:36.836770] [INFO ] [sig       ] [2319/3596] Forecasting NVDS...
[2025-12-12T20:28:36.836803] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-12T20:28:36.836834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-12T20:28:36.851163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-12T20:28:36.851692] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-12T20:28:36.852515] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-12T20:28:36.852569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:36.852642] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:36.852681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:36.852747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:36.911300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:36.912324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:36.912411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:36.912444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:37.033271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:37.033424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:37.033465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:37.033494] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:37.036987] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-12T20:28:37.037262] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-12T20:28:37.037386] [INFO ] [sig       ] NVDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:37.186079] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVDS.txt
[2025-12-12T20:28:37.186240] [INFO ] [sig       ] [2319/3596] Completed NVDS in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.5m
[2025-12-12T20:28:37.186279] [INFO ] [sig       ] [2320/3596] Forecasting NVEC...
[2025-12-12T20:28:37.186310] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-12T20:28:37.186342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-12T20:28:37.198012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-12T20:28:37.198363] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-12T20:28:37.199264] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-12T20:28:37.199315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:37.199346] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:37.199372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:37.199440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:37.257997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:37.258931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:37.259212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:37.259259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:37.377310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:37.377483] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:28:37.377524] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:37.377552] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:37.381028] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=30.94%)
[2025-12-12T20:28:37.381310] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-12T20:28:37.381436] [INFO ] [sig       ] NVEC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:37.525030] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVEC.txt
[2025-12-12T20:28:37.525196] [INFO ] [sig       ] [2320/3596] Completed NVEC in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.5m
[2025-12-12T20:28:37.525234] [INFO ] [sig       ] [2321/3596] Forecasting NVG...
[2025-12-12T20:28:37.525263] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-12T20:28:37.525294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-12T20:28:37.537433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-12T20:28:37.537816] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-12T20:28:37.538655] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-12T20:28:37.538708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:37.538742] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:37.538770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:37.538827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:37.597762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:37.598620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:37.598701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:37.598734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:37.721464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:37.721633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:37.721684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:37.721714] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:37.725084] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=25.46%)
[2025-12-12T20:28:37.725358] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-12T20:28:37.725479] [INFO ] [sig       ] NVG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:37.866785] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVG.txt
[2025-12-12T20:28:37.867034] [INFO ] [sig       ] [2321/3596] Completed NVG in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.5m
[2025-12-12T20:28:37.867093] [INFO ] [sig       ] [2322/3596] Forecasting NVGS...
[2025-12-12T20:28:37.867133] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-12T20:28:37.867176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-12T20:28:37.879205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-12T20:28:37.879616] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-12T20:28:37.880442] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-12T20:28:37.880494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:37.880526] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:37.880554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:37.880631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:37.938667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:37.939501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:37.939604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:37.939647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:38.059449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:38.059606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:38.059646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:38.059675] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:38.062920] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-12T20:28:38.063200] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-12T20:28:38.063327] [INFO ] [sig       ] NVGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:38.203154] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVGS.txt
[2025-12-12T20:28:38.203276] [INFO ] [sig       ] [2322/3596] Completed NVGS in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:38.203312] [INFO ] [sig       ] [2323/3596] Forecasting NVMI...
[2025-12-12T20:28:38.203341] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-12T20:28:38.203371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-12T20:28:38.214866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-12T20:28:38.215126] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-12T20:28:38.215885] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-12T20:28:38.215934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:38.215965] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:38.215991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:38.216046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:38.274681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:38.275260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:38.275333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:38.275363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:38.391445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:38.391630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:38.391674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:38.391702] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:38.395065] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-12T20:28:38.395344] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-12T20:28:38.395468] [INFO ] [sig       ] NVMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:38.532645] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NVMI.txt
[2025-12-12T20:28:38.532807] [INFO ] [sig       ] [2323/3596] Completed NVMI in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:38.532852] [INFO ] [sig       ] [2324/3596] Forecasting NVO...
[2025-12-12T20:28:38.532887] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-12T20:28:38.532928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-12T20:28:38.544784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-12T20:28:38.545062] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-12T20:28:38.545879] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-12T20:28:38.545933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:38.545966] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:38.545993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:38.546051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:38.606960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:38.607698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:38.607793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:38.607834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:38.728135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:38.728285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:38.728324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:38.728355] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:38.731856] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-12T20:28:38.732139] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-12T20:28:38.732257] [INFO ] [sig       ] NVO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:38.878227] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVO.txt
[2025-12-12T20:28:38.878372] [INFO ] [sig       ] [2324/3596] Completed NVO in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:38.878412] [INFO ] [sig       ] [2325/3596] Forecasting NVRI...
[2025-12-12T20:28:38.878444] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-12T20:28:38.878476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-12T20:28:38.890388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-12T20:28:38.890741] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-12T20:28:38.891516] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-12T20:28:38.891568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:38.891646] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:38.891677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:38.891734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:38.952954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:38.953844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:38.953928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:38.953960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:39.079100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:39.079243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:39.079283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:39.079311] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:39.082701] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-12-12T20:28:39.082969] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-12T20:28:39.083087] [INFO ] [sig       ] NVRI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:39.225072] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NVRI.txt
[2025-12-12T20:28:39.225205] [INFO ] [sig       ] [2325/3596] Completed NVRI in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:39.225243] [INFO ] [sig       ] [2326/3596] Forecasting NVS...
[2025-12-12T20:28:39.225271] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-12T20:28:39.225301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-12T20:28:39.236714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-12T20:28:39.237023] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-12T20:28:39.237810] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-12T20:28:39.237862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:39.237894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:39.237922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:39.237983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:39.296885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:39.297927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:39.298016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:39.298050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:39.421352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:39.421512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:39.421554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:39.421603] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:39.424914] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-12T20:28:39.425189] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-12T20:28:39.425316] [INFO ] [sig       ] NVS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:39.576541] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVS.txt
[2025-12-12T20:28:39.576722] [INFO ] [sig       ] [2326/3596] Completed NVS in 0.4s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:39.576766] [INFO ] [sig       ] [2327/3596] Forecasting NVTS...
[2025-12-12T20:28:39.576796] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-12T20:28:39.576826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-12T20:28:39.590171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-12T20:28:39.590590] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-12T20:28:39.591411] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-12T20:28:39.591465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:39.591497] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:39.591523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:39.591594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:39.653040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:39.653900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:39.653982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:39.654016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:39.769538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:39.769716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:39.769756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:39.769805] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:39.773217] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-12T20:28:39.773502] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-12T20:28:39.773647] [INFO ] [sig       ] NVTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:39.915720] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NVTS.txt
[2025-12-12T20:28:39.915883] [INFO ] [sig       ] [2327/3596] Completed NVTS in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:39.915923] [INFO ] [sig       ] [2328/3596] Forecasting NVX...
[2025-12-12T20:28:39.915955] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-12T20:28:39.915989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-12T20:28:39.927858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-12T20:28:39.928207] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-12T20:28:39.929002] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-12T20:28:39.929052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:39.929083] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:39.929108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:39.929163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:39.986437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:39.987281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:39.987359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:39.987391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:40.113224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:40.113384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:40.113424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:40.113490] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:40.116874] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=61.19%)
[2025-12-12T20:28:40.117148] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-12T20:28:40.117269] [INFO ] [sig       ] NVX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:40.257563] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NVX.txt
[2025-12-12T20:28:40.257734] [INFO ] [sig       ] [2328/3596] Completed NVX in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:40.257773] [INFO ] [sig       ] [2329/3596] Forecasting NWBI...
[2025-12-12T20:28:40.257803] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-12T20:28:40.257834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-12T20:28:40.269192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-12T20:28:40.269499] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-12T20:28:40.270287] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-12T20:28:40.270338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:40.270368] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:40.270393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:40.270447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:40.327639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:40.328325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:40.328403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:40.328437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:40.447949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:40.448124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:40.448164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:40.448191] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:40.451657] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-12T20:28:40.451978] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-12T20:28:40.452101] [INFO ] [sig       ] NWBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:40.598215] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NWBI.txt
[2025-12-12T20:28:40.598395] [INFO ] [sig       ] [2329/3596] Completed NWBI in 0.3s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:40.598443] [INFO ] [sig       ] [2330/3596] Forecasting NWE...
[2025-12-12T20:28:40.598474] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-12T20:28:40.598509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-12T20:28:40.615452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-12T20:28:40.615951] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-12T20:28:40.617143] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-12T20:28:40.617213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:40.617265] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:40.617314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:40.617407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:40.684210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:40.685107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:40.685195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:40.685227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:40.827338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:40.827495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:40.827542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:40.827588] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:40.831508] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=53.57%)
[2025-12-12T20:28:40.831936] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-12T20:28:40.832086] [INFO ] [sig       ] NWE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:41.012366] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NWE.txt
[2025-12-12T20:28:41.012630] [INFO ] [sig       ] [2330/3596] Completed NWE in 0.4s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:41.012686] [INFO ] [sig       ] [2331/3596] Forecasting NWFL...
[2025-12-12T20:28:41.012724] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-12T20:28:41.012762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-12T20:28:41.030869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-12T20:28:41.033155] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-12T20:28:41.034440] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-12T20:28:41.034501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:41.034535] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:41.034562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:41.034640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:41.122293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:41.123918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:41.124071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:41.124128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:41.284111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:41.284362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:41.284409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:41.284457] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:41.288942] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-12-12T20:28:41.289478] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-12T20:28:41.289707] [INFO ] [sig       ] NWFL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:41.462206] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NWFL.txt
[2025-12-12T20:28:41.462449] [INFO ] [sig       ] [2331/3596] Completed NWFL in 0.4s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:41.462492] [INFO ] [sig       ] [2332/3596] Forecasting NWG...
[2025-12-12T20:28:41.462523] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-12T20:28:41.462559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-12T20:28:41.482265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-12T20:28:41.483052] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-12T20:28:41.484555] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-12T20:28:41.484677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:41.484732] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:41.484780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:41.484880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:41.558260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:41.559516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:41.559709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:41.559751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:41.699426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:41.699674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:41.699726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:41.699757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:41.704535] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-12T20:28:41.705117] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-12T20:28:41.705312] [INFO ] [sig       ] NWG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:41.864632] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NWG.txt
[2025-12-12T20:28:41.864831] [INFO ] [sig       ] [2332/3596] Completed NWG in 0.4s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:41.864883] [INFO ] [sig       ] [2333/3596] Forecasting NWL...
[2025-12-12T20:28:41.864914] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-12T20:28:41.864946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-12T20:28:41.878569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-12T20:28:41.879102] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-12T20:28:41.880099] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-12T20:28:41.880155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:41.880208] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:41.880235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:41.880294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:41.947206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:41.948777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:41.948915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:41.948949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:42.094775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:42.095022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:42.095265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:42.095295] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:42.099724] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-12T20:28:42.100088] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-12T20:28:42.100234] [INFO ] [sig       ] NWL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:42.241314] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NWL.txt
[2025-12-12T20:28:42.241506] [INFO ] [sig       ] [2333/3596] Completed NWL in 0.4s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:42.241547] [INFO ] [sig       ] [2334/3596] Forecasting NWPX...
[2025-12-12T20:28:42.241598] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-12T20:28:42.241633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-12T20:28:42.255101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-12T20:28:42.255798] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-12T20:28:42.256987] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-12T20:28:42.257055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:42.257099] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:42.257138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:42.257224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:42.327360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:42.328553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:42.328673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:42.328709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:42.461805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:42.462044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:42.462091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:42.462122] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:42.466999] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-12T20:28:42.467604] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-12T20:28:42.467801] [INFO ] [sig       ] NWPX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:42.626617] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NWPX.txt
[2025-12-12T20:28:42.626844] [INFO ] [sig       ] [2334/3596] Completed NWPX in 0.4s | 2.85 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-12T20:28:42.626888] [INFO ] [sig       ] [2335/3596] Forecasting NWS...
[2025-12-12T20:28:42.626921] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-12T20:28:42.626954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-12T20:28:42.640855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-12T20:28:42.641287] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-12T20:28:42.642311] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-12T20:28:42.642374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:42.642409] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:42.642439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:42.642511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:42.703948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:42.705048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:42.705185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:42.705220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:42.833183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:42.833414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:42.833461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:42.833492] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:42.837428] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-12-12T20:28:42.837763] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-12T20:28:42.837901] [INFO ] [sig       ] NWS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:42.981609] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NWS.txt
[2025-12-12T20:28:42.981801] [INFO ] [sig       ] [2335/3596] Completed NWS in 0.4s | 2.85 sym/s | Total: 13.7m | ETA: 7.4m
[2025-12-12T20:28:42.981842] [INFO ] [sig       ] [2336/3596] Forecasting NWSA...
[2025-12-12T20:28:42.981874] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-12T20:28:42.981907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-12T20:28:42.995234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-12T20:28:42.995662] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-12T20:28:42.996515] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-12T20:28:42.996568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:42.996626] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:42.996653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:42.996710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:43.053491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:43.054516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:43.054632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:43.054668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:43.177837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:43.178081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:43.178125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:43.178154] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:43.183642] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-12T20:28:43.184295] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-12T20:28:43.184540] [INFO ] [sig       ] NWSA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:43.329445] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NWSA.txt
[2025-12-12T20:28:43.329663] [INFO ] [sig       ] [2336/3596] Completed NWSA in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.4m
[2025-12-12T20:28:43.329717] [INFO ] [sig       ] [2337/3596] Forecasting NX...
[2025-12-12T20:28:43.329751] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-12T20:28:43.329948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-12T20:28:43.343133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-12T20:28:43.343619] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-12T20:28:43.344499] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-12T20:28:43.344553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:43.344607] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:43.344636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:43.344699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:43.403754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:43.404785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:43.404875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:43.404907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:43.536001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:43.536227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:43.536282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:43.536331] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:43.541797] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-12T20:28:43.542244] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-12T20:28:43.542428] [INFO ] [sig       ] NX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:43.693154] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NX.txt
[2025-12-12T20:28:43.693356] [INFO ] [sig       ] [2337/3596] Completed NX in 0.4s | 2.85 sym/s | Total: 13.7m | ETA: 7.4m
[2025-12-12T20:28:43.693398] [INFO ] [sig       ] [2338/3596] Forecasting NXC...
[2025-12-12T20:28:43.693428] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-12T20:28:43.693460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-12T20:28:43.706517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-12T20:28:43.706953] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-12T20:28:43.707748] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-12T20:28:43.707799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:43.707831] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:43.707856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:43.707910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:43.764308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:43.765027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:43.765108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:43.765140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:43.869870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:43.870033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:43.870072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:43.870104] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:43.873663] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-12T20:28:43.873984] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-12T20:28:43.874133] [INFO ] [sig       ] NXC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:44.016962] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NXC.txt
[2025-12-12T20:28:44.017154] [INFO ] [sig       ] [2338/3596] Completed NXC in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.4m
[2025-12-12T20:28:44.017195] [INFO ] [sig       ] [2339/3596] Forecasting NXE...
[2025-12-12T20:28:44.017226] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-12T20:28:44.017261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-12T20:28:44.029320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-12T20:28:44.029675] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-12T20:28:44.030526] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-12T20:28:44.030600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:44.030635] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:44.030664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:44.030721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:44.092510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:44.093222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:44.093301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:44.093333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:44.214377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:44.214544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:44.214603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:44.214633] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:44.218454] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-12T20:28:44.218807] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-12T20:28:44.218950] [INFO ] [sig       ] NXE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:44.361241] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NXE.txt
[2025-12-12T20:28:44.361382] [INFO ] [sig       ] [2339/3596] Completed NXE in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:44.361419] [INFO ] [sig       ] [2340/3596] Forecasting NXG...
[2025-12-12T20:28:44.361448] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-12T20:28:44.361479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-12T20:28:44.374325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-12T20:28:44.374702] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-12T20:28:44.375454] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-12T20:28:44.375505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:44.375535] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:44.375560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:44.375650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:44.436282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:44.437129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:44.437216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:44.437260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:44.558965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:44.559122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:44.559164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:44.559213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:44.562772] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-12T20:28:44.563061] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-12T20:28:44.563190] [INFO ] [sig       ] NXG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:44.714415] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NXG.txt
[2025-12-12T20:28:44.714600] [INFO ] [sig       ] [2340/3596] Completed NXG in 0.4s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:44.714642] [INFO ] [sig       ] [2341/3596] Forecasting NXGL...
[2025-12-12T20:28:44.714674] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-12T20:28:44.714707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-12T20:28:44.726521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-12T20:28:44.726834] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-12T20:28:44.727618] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-12T20:28:44.727670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:44.727702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:44.727728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:44.727783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:44.789296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:44.790555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:44.790673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:44.790709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:44.910227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:44.910456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:44.910504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:44.910535] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:44.915375] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2025-12-12T20:28:44.915887] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-12T20:28:44.916048] [INFO ] [sig       ] NXGL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:45.073963] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NXGL.txt
[2025-12-12T20:28:45.074164] [INFO ] [sig       ] [2341/3596] Completed NXGL in 0.4s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:45.074205] [INFO ] [sig       ] [2342/3596] Forecasting NXP...
[2025-12-12T20:28:45.074235] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-12T20:28:45.074267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-12T20:28:45.088210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-12T20:28:45.088641] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-12T20:28:45.089448] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-12T20:28:45.089501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:45.089564] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:45.089612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:45.089671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:45.148775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:45.149675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:45.149762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:45.149837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:45.269042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:45.269203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:45.269244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:45.269272] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:45.272793] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-12-12T20:28:45.273072] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-12T20:28:45.273196] [INFO ] [sig       ] NXP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:45.414235] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NXP.txt
[2025-12-12T20:28:45.414398] [INFO ] [sig       ] [2342/3596] Completed NXP in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:45.414444] [INFO ] [sig       ] [2343/3596] Forecasting NXPI...
[2025-12-12T20:28:45.414476] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-12T20:28:45.414507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-12T20:28:45.425796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-12T20:28:45.426155] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-12T20:28:45.426949] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-12T20:28:45.427002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:45.427033] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:45.427060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:45.427116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:45.485180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:45.486079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:45.486164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:45.486198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:45.612109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:45.612263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:45.612304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:45.612334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:45.615976] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: UP (p=52.65%)
[2025-12-12T20:28:45.616289] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-12T20:28:45.616419] [INFO ] [sig       ] NXPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:45.764557] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NXPI.txt
[2025-12-12T20:28:45.764737] [INFO ] [sig       ] [2343/3596] Completed NXPI in 0.4s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:45.764779] [INFO ] [sig       ] [2344/3596] Forecasting NYXH...
[2025-12-12T20:28:45.764810] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-12T20:28:45.764842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-12T20:28:45.776440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-12T20:28:45.776771] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-12T20:28:45.777598] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-12T20:28:45.777652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:45.777693] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:45.777740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:45.777801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:45.837514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:45.838320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:45.838402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:45.838435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:45.958287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:45.958441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:45.958481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:45.958510] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:45.961939] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-12T20:28:45.962214] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-12T20:28:45.962335] [INFO ] [sig       ] NYXH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:46.113926] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/NYXH.txt
[2025-12-12T20:28:46.114087] [INFO ] [sig       ] [2344/3596] Completed NYXH in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:46.114125] [INFO ] [sig       ] [2345/3596] Forecasting NZF...
[2025-12-12T20:28:46.114154] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-12T20:28:46.114185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-12T20:28:46.126050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-12T20:28:46.126472] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-12T20:28:46.127404] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-12T20:28:46.127464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:46.127495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:46.127521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:46.127666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:46.187934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:46.188766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:46.188957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:46.189008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:46.314896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:46.315049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:46.315089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:46.315151] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:46.318801] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-12T20:28:46.319104] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-12T20:28:46.319234] [INFO ] [sig       ] NZF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:46.464010] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/NZF.txt
[2025-12-12T20:28:46.464156] [INFO ] [sig       ] [2345/3596] Completed NZF in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:46.464196] [INFO ] [sig       ] [2346/3596] Forecasting OABI...
[2025-12-12T20:28:46.464226] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-12T20:28:46.464257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-12T20:28:46.475907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-12T20:28:46.476231] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-12T20:28:46.477036] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-12T20:28:46.477088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:46.477121] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:46.477148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:46.477205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:46.538607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:46.539599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:46.539684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:46.539717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:46.664538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:46.664704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:46.664743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:46.664771] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:46.668025] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=49.54%)
[2025-12-12T20:28:46.668295] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-12T20:28:46.668412] [INFO ] [sig       ] OABI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:46.807134] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OABI.txt
[2025-12-12T20:28:46.807275] [INFO ] [sig       ] [2346/3596] Completed OABI in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:46.807314] [INFO ] [sig       ] [2347/3596] Forecasting OBDC...
[2025-12-12T20:28:46.807342] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-12T20:28:46.807372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-12T20:28:46.820852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-12T20:28:46.821245] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-12T20:28:46.822103] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-12T20:28:46.822157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:46.822189] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:46.822217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:46.822274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:46.880665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:46.881535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:46.881632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:46.881669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:47.001149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:47.001304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:47.001343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:47.001375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:47.004823] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-12T20:28:47.005126] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-12T20:28:47.005255] [INFO ] [sig       ] OBDC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:47.146468] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OBDC.txt
[2025-12-12T20:28:47.146623] [INFO ] [sig       ] [2347/3596] Completed OBDC in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:47.146663] [INFO ] [sig       ] [2348/3596] Forecasting OBIL...
[2025-12-12T20:28:47.146693] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-12T20:28:47.146730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-12T20:28:47.157800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-12T20:28:47.158142] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-12T20:28:47.158934] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-12T20:28:47.158985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:47.159016] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:47.159043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:47.159099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:47.217822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:47.218532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:47.218630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:47.218663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:47.328942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:47.329108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:47.329148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:47.329175] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:47.332592] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-12-12T20:28:47.332870] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-12T20:28:47.332990] [INFO ] [sig       ] OBIL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:47.473338] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OBIL.txt
[2025-12-12T20:28:47.473475] [INFO ] [sig       ] [2348/3596] Completed OBIL in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:47.473512] [INFO ] [sig       ] [2349/3596] Forecasting OBIO...
[2025-12-12T20:28:47.473541] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-12T20:28:47.473588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-12T20:28:47.485287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-12T20:28:47.485623] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-12T20:28:47.486435] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-12T20:28:47.486487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:47.486518] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:47.486544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:47.486615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:47.544657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:47.545248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:47.545325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:47.545358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:47.661477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:47.661642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:47.661683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:47.661712] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:47.665090] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=55.39%)
[2025-12-12T20:28:47.665365] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-12T20:28:47.665493] [INFO ] [sig       ] OBIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:47.807803] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OBIO.txt
[2025-12-12T20:28:47.807947] [INFO ] [sig       ] [2349/3596] Completed OBIO in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:47.807990] [INFO ] [sig       ] [2350/3596] Forecasting OBK...
[2025-12-12T20:28:47.808018] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-12T20:28:47.808050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-12T20:28:47.826163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-12T20:28:47.826697] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-12T20:28:47.827478] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-12T20:28:47.827531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:47.827563] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:47.827610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:47.827667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:47.890665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:47.891634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:47.891729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:47.891764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:48.011660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:48.011825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:48.011865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:48.011892] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:48.015568] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-12T20:28:48.015866] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-12T20:28:48.015991] [INFO ] [sig       ] OBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:48.156546] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OBK.txt
[2025-12-12T20:28:48.156701] [INFO ] [sig       ] [2350/3596] Completed OBK in 0.3s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:48.156739] [INFO ] [sig       ] [2351/3596] Forecasting OC...
[2025-12-12T20:28:48.156768] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-12T20:28:48.156799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-12T20:28:48.169317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-12T20:28:48.169754] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-12T20:28:48.170677] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-12T20:28:48.170730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:48.170762] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:48.170790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:48.170845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:48.233630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:48.234620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:48.234712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:48.234745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:48.361971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:48.362155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:48.362197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:48.362226] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:48.366173] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=73.70%)
[2025-12-12T20:28:48.366553] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-12T20:28:48.366718] [INFO ] [sig       ] OC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:48.520434] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OC.txt
[2025-12-12T20:28:48.520618] [INFO ] [sig       ] [2351/3596] Completed OC in 0.4s | 2.85 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-12T20:28:48.520660] [INFO ] [sig       ] [2352/3596] Forecasting OCCI...
[2025-12-12T20:28:48.520691] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-12T20:28:48.520721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-12T20:28:48.534331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-12T20:28:48.534773] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-12T20:28:48.535731] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-12T20:28:48.535784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:48.535815] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:48.535843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:48.535903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:48.600024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:48.601136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:48.601259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:48.601322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:48.723209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:48.723363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:48.723403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:48.723432] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:48.726836] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-12T20:28:48.727114] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-12T20:28:48.727237] [INFO ] [sig       ] OCCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:48.866726] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OCCI.txt
[2025-12-12T20:28:48.866896] [INFO ] [sig       ] [2352/3596] Completed OCCI in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.3m
[2025-12-12T20:28:48.866937] [INFO ] [sig       ] [2353/3596] Forecasting OCFC...
[2025-12-12T20:28:48.866968] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-12T20:28:48.867001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-12T20:28:48.878517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-12T20:28:48.878811] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-12T20:28:48.879566] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-12T20:28:48.879634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:48.879664] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:48.879690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:48.879743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:48.936910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:48.937523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:48.937615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:48.937648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:49.060317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:49.060472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:49.060509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:49.060537] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:49.063977] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-12T20:28:49.064263] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-12T20:28:49.064387] [INFO ] [sig       ] OCFC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:49.208606] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OCFC.txt
[2025-12-12T20:28:49.208764] [INFO ] [sig       ] [2353/3596] Completed OCFC in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.3m
[2025-12-12T20:28:49.208803] [INFO ] [sig       ] [2354/3596] Forecasting OCGN...
[2025-12-12T20:28:49.208833] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-12T20:28:49.208864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-12T20:28:49.221253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-12T20:28:49.221635] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-12T20:28:49.222430] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-12T20:28:49.222482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:49.222513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:49.222540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:49.222618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:49.282733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:49.283808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:49.283891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:49.283925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:49.410517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:49.410701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:49.410741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:49.410770] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:49.414907] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=18.86%)
[2025-12-12T20:28:49.415180] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-12T20:28:49.415300] [INFO ] [sig       ] OCGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:49.555560] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OCGN.txt
[2025-12-12T20:28:49.555734] [INFO ] [sig       ] [2354/3596] Completed OCGN in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.3m
[2025-12-12T20:28:49.555773] [INFO ] [sig       ] [2355/3596] Forecasting OCSL...
[2025-12-12T20:28:49.555803] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-12T20:28:49.555833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-12T20:28:49.567442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-12T20:28:49.567785] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-12T20:28:49.568525] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-12T20:28:49.568593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:49.568626] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:49.568652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:49.568718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:49.627867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:49.628774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:49.628863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:49.628898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:49.750561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:49.750705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:49.750744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:49.750771] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:49.754482] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-12T20:28:49.754775] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-12T20:28:49.754893] [INFO ] [sig       ] OCSL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:49.896356] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OCSL.txt
[2025-12-12T20:28:49.896506] [INFO ] [sig       ] [2355/3596] Completed OCSL in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.3m
[2025-12-12T20:28:49.896544] [INFO ] [sig       ] [2356/3596] Forecasting OCUL...
[2025-12-12T20:28:49.896590] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-12T20:28:49.896622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-12T20:28:49.908307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-12T20:28:49.908596] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-12T20:28:49.909333] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-12T20:28:49.909383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:49.909414] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:49.909440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:49.909495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:49.967154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:49.967834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:49.967911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:49.967941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:50.090535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:50.090697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:50.090735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:50.090764] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:50.094062] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-12-12T20:28:50.094323] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-12T20:28:50.094438] [INFO ] [sig       ] OCUL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:50.230855] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OCUL.txt
[2025-12-12T20:28:50.231001] [INFO ] [sig       ] [2356/3596] Completed OCUL in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:50.231042] [INFO ] [sig       ] [2357/3596] Forecasting ODC...
[2025-12-12T20:28:50.231072] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-12T20:28:50.231102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-12T20:28:50.241863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-12T20:28:50.242160] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-12T20:28:50.242923] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-12T20:28:50.242992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:50.243030] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:50.243062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:50.243129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:50.302033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:50.302786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:50.302863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:50.302896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:50.422372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:50.422519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:50.422556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:50.422601] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:50.425850] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-12T20:28:50.426128] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-12T20:28:50.426245] [INFO ] [sig       ] ODC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:50.611910] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ODC.txt
[2025-12-12T20:28:50.612094] [INFO ] [sig       ] [2357/3596] Completed ODC in 0.4s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:50.612141] [INFO ] [sig       ] [2358/3596] Forecasting ODD...
[2025-12-12T20:28:50.612179] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-12T20:28:50.612213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-12T20:28:50.624290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-12T20:28:50.624682] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-12T20:28:50.625446] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-12T20:28:50.625499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:50.625530] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:50.625556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:50.625652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:50.683123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:50.683945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:50.684023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:50.684062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:50.807631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:50.807782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:50.807826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:50.807855] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:50.811186] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=44.97%)
[2025-12-12T20:28:50.811471] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-12T20:28:50.811605] [INFO ] [sig       ] ODD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:50.951546] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ODD.txt
[2025-12-12T20:28:50.951723] [INFO ] [sig       ] [2358/3596] Completed ODD in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:50.951762] [INFO ] [sig       ] [2359/3596] Forecasting ODFL...
[2025-12-12T20:28:50.951792] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-12T20:28:50.951823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-12T20:28:50.963490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-12T20:28:50.963770] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-12T20:28:50.964504] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-12T20:28:50.964555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:50.964629] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:50.964658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:50.964713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:51.021678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:51.022277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:51.022352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:51.022382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:51.141831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:51.141970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:51.142010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:51.142042] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:51.145304] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-12T20:28:51.145583] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-12T20:28:51.145704] [INFO ] [sig       ] ODFL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:51.283275] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ODFL.txt
[2025-12-12T20:28:51.283404] [INFO ] [sig       ] [2359/3596] Completed ODFL in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:51.283443] [INFO ] [sig       ] [2360/3596] Forecasting OEC...
[2025-12-12T20:28:51.283471] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-12T20:28:51.283500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-12T20:28:51.294639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-12T20:28:51.294910] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-12T20:28:51.295680] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-12T20:28:51.295732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:51.295763] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:51.295789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:51.295843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:51.353007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:51.353676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:51.353752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:51.353786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:51.473699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:51.473820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:51.473858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:51.473888] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:51.477195] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-12T20:28:51.477462] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-12T20:28:51.477608] [INFO ] [sig       ] OEC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:51.624526] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OEC.txt
[2025-12-12T20:28:51.624662] [INFO ] [sig       ] [2360/3596] Completed OEC in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:51.624706] [INFO ] [sig       ] [2361/3596] Forecasting OESX...
[2025-12-12T20:28:51.624736] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-12T20:28:51.624765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-12T20:28:51.636841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-12T20:28:51.637142] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-12T20:28:51.638131] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-12T20:28:51.638190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:51.638221] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:51.638246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:51.638309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:51.697658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:51.698285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:51.698359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:51.698390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:51.813071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:51.813224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:51.813262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:51.813289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:51.816630] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-12T20:28:51.816901] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-12T20:28:51.817021] [INFO ] [sig       ] OESX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:51.956035] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OESX.txt
[2025-12-12T20:28:51.956162] [INFO ] [sig       ] [2361/3596] Completed OESX in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:51.956199] [INFO ] [sig       ] [2362/3596] Forecasting OFG...
[2025-12-12T20:28:51.956227] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-12T20:28:51.956258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-12T20:28:51.967346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-12T20:28:51.967632] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-12T20:28:51.968398] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-12T20:28:51.968447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:51.968477] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:51.968503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:51.968557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:52.025261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:52.025850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:52.025922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:52.025954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:52.142636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:52.142782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:52.142820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:52.142877] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:52.146172] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-12T20:28:52.146453] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-12T20:28:52.146589] [INFO ] [sig       ] OFG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:52.283753] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OFG.txt
[2025-12-12T20:28:52.283873] [INFO ] [sig       ] [2362/3596] Completed OFG in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:52.283911] [INFO ] [sig       ] [2363/3596] Forecasting OFIX...
[2025-12-12T20:28:52.283939] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-12T20:28:52.283968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-12T20:28:52.295294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-12T20:28:52.295561] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-12T20:28:52.296313] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-12T20:28:52.296364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:52.296394] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:52.296420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:52.296475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:52.356235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:52.356984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:52.357058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:52.357089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:52.478424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:52.478593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:52.478634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:52.478663] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:52.481996] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-12T20:28:52.482279] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-12T20:28:52.482402] [INFO ] [sig       ] OFIX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:52.621769] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OFIX.txt
[2025-12-12T20:28:52.621920] [INFO ] [sig       ] [2363/3596] Completed OFIX in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:52.621959] [INFO ] [sig       ] [2364/3596] Forecasting OFLX...
[2025-12-12T20:28:52.621987] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-12T20:28:52.622020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-12T20:28:52.633803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-12T20:28:52.634158] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-12T20:28:52.634924] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-12T20:28:52.634974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:52.635005] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:52.635031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:52.635091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:52.691622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:52.692445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:52.692523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:52.692554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:52.821017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:52.821188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:52.821246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:52.821277] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:52.825327] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-12-12T20:28:52.825624] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-12T20:28:52.825752] [INFO ] [sig       ] OFLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:52.970954] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OFLX.txt
[2025-12-12T20:28:52.971126] [INFO ] [sig       ] [2364/3596] Completed OFLX in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:52.971185] [INFO ] [sig       ] [2365/3596] Forecasting OFS...
[2025-12-12T20:28:52.971221] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-12T20:28:52.971253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-12T20:28:52.985490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-12T20:28:52.986070] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-12T20:28:52.987010] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-12T20:28:52.987070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:52.987103] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:52.987128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:52.987189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:53.046858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:53.047946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:53.048047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:53.048080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:53.169995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:53.170231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:53.170275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:53.170305] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:53.174219] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-12-12T20:28:53.174568] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-12T20:28:53.174733] [INFO ] [sig       ] OFS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:53.317087] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OFS.txt
[2025-12-12T20:28:53.317299] [INFO ] [sig       ] [2365/3596] Completed OFS in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:53.317340] [INFO ] [sig       ] [2366/3596] Forecasting OGE...
[2025-12-12T20:28:53.317369] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-12T20:28:53.317401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-12T20:28:53.330803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-12T20:28:53.331305] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-12T20:28:53.332181] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-12T20:28:53.332234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:53.332266] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:53.332292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:53.332347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:53.389294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:53.390382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:53.390484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:53.390525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:53.524116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:53.524282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:53.524329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:53.524358] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:53.527797] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-12T20:28:53.528102] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-12T20:28:53.528243] [INFO ] [sig       ] OGE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:53.670056] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OGE.txt
[2025-12-12T20:28:53.670231] [INFO ] [sig       ] [2366/3596] Completed OGE in 0.4s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:53.670275] [INFO ] [sig       ] [2367/3596] Forecasting OGI...
[2025-12-12T20:28:53.670303] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-12T20:28:53.670335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-12T20:28:53.682055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-12T20:28:53.682438] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-12T20:28:53.683219] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-12T20:28:53.683270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:53.683300] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:53.683325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:53.683379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:53.741968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:53.742871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:53.742956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:53.742988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:53.867919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:53.868078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:53.868125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:53.868159] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:53.871601] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=25.89%)
[2025-12-12T20:28:53.871919] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-12T20:28:53.872050] [INFO ] [sig       ] OGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:54.012968] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OGI.txt
[2025-12-12T20:28:54.013118] [INFO ] [sig       ] [2367/3596] Completed OGI in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:54.013165] [INFO ] [sig       ] [2368/3596] Forecasting OGN...
[2025-12-12T20:28:54.013201] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-12T20:28:54.013238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-12T20:28:54.024699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-12T20:28:54.024979] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-12T20:28:54.025786] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-12T20:28:54.025837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:54.025879] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:54.025907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:54.025961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:54.082785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:54.083475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:54.083552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:54.083603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:54.212655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:54.212849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:54.212898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:54.212927] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:54.217890] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=25.44%)
[2025-12-12T20:28:54.218642] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-12T20:28:54.218848] [INFO ] [sig       ] OGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:54.361003] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OGN.txt
[2025-12-12T20:28:54.361146] [INFO ] [sig       ] [2368/3596] Completed OGN in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:54.361191] [INFO ] [sig       ] [2369/3596] Forecasting OHI...
[2025-12-12T20:28:54.361225] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-12T20:28:54.361262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-12T20:28:54.372727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-12T20:28:54.373116] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-12T20:28:54.373921] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-12T20:28:54.373971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:54.374001] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:54.374028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:54.374083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:54.431269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:54.432140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:54.432269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:54.432306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:54.550382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:54.550546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:54.550603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:54.550635] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:54.553996] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-12T20:28:54.554291] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-12T20:28:54.554420] [INFO ] [sig       ] OHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:54.694380] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OHI.txt
[2025-12-12T20:28:54.694537] [INFO ] [sig       ] [2369/3596] Completed OHI in 0.3s | 2.85 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-12T20:28:54.694598] [INFO ] [sig       ] [2370/3596] Forecasting OI...
[2025-12-12T20:28:54.694631] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-12T20:28:54.694661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-12T20:28:54.706427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-12T20:28:54.706817] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-12T20:28:54.707585] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-12T20:28:54.707637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:54.707668] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:54.707694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:54.707749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:54.764695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:54.765566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:54.765671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:54.765703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:54.887655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:54.887809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:54.887848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:54.887880] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:54.891431] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-12T20:28:54.891733] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-12T20:28:54.891882] [INFO ] [sig       ] OI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:55.040555] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OI.txt
[2025-12-12T20:28:55.040725] [INFO ] [sig       ] [2370/3596] Completed OI in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.2m
[2025-12-12T20:28:55.040766] [INFO ] [sig       ] [2371/3596] Forecasting OIA...
[2025-12-12T20:28:55.040796] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-12T20:28:55.040827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-12T20:28:55.052137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-12T20:28:55.052455] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-12T20:28:55.053274] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-12T20:28:55.053325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:55.053355] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:55.053380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:55.053434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:55.109394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:55.110131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:55.110223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:55.110259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:55.227880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:55.228032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:55.228072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:55.228101] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:55.231431] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-12-12T20:28:55.231719] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-12T20:28:55.231840] [INFO ] [sig       ] OIA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:55.368353] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OIA.txt
[2025-12-12T20:28:55.368489] [INFO ] [sig       ] [2371/3596] Completed OIA in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.2m
[2025-12-12T20:28:55.368526] [INFO ] [sig       ] [2372/3596] Forecasting OII...
[2025-12-12T20:28:55.368590] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-12T20:28:55.368627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-12T20:28:55.380182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-12T20:28:55.380498] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-12T20:28:55.381267] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-12T20:28:55.381318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:55.381350] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:55.381376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:55.381431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:55.437012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:55.437709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:55.437787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:55.437817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:55.557848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:55.558013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:55.558062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:55.558091] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:55.561642] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2025-12-12T20:28:55.561987] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-12T20:28:55.562143] [INFO ] [sig       ] OII: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:55.708684] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OII.txt
[2025-12-12T20:28:55.708893] [INFO ] [sig       ] [2372/3596] Completed OII in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.2m
[2025-12-12T20:28:55.708945] [INFO ] [sig       ] [2373/3596] Forecasting OIS...
[2025-12-12T20:28:55.708978] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-12T20:28:55.709017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-12T20:28:55.721809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-12T20:28:55.722261] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-12T20:28:55.723161] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-12T20:28:55.723213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:55.723245] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:55.723271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:55.723326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:55.779947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:55.780875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:55.780966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:55.781000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:55.898396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:55.898548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:55.898605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:55.898635] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:55.902023] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-12T20:28:55.902289] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-12T20:28:55.902409] [INFO ] [sig       ] OIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:56.039719] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OIS.txt
[2025-12-12T20:28:56.040270] [INFO ] [sig       ] [2373/3596] Completed OIS in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:56.040386] [INFO ] [sig       ] [2374/3596] Forecasting OKE...
[2025-12-12T20:28:56.040421] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-12T20:28:56.040455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-12T20:28:56.052125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-12T20:28:56.052495] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-12T20:28:56.053334] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-12T20:28:56.053387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:56.053418] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:56.053446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:56.053502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:56.112827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:56.113676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:56.113758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:56.113790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:56.236790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:56.236947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:56.236987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:56.237015] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:56.240643] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-12T20:28:56.240940] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-12T20:28:56.241064] [INFO ] [sig       ] OKE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:56.380700] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OKE.txt
[2025-12-12T20:28:56.380850] [INFO ] [sig       ] [2374/3596] Completed OKE in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:56.380890] [INFO ] [sig       ] [2375/3596] Forecasting OKTA...
[2025-12-12T20:28:56.380920] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-12T20:28:56.380951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-12T20:28:56.392815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-12T20:28:56.393119] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-12T20:28:56.393952] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-12T20:28:56.394005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:56.394041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:56.394073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:56.394151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:56.454147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:56.455002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:56.455099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:56.455140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:56.576153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:56.576304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:56.576342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:56.576389] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:56.579725] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=34.56%)
[2025-12-12T20:28:56.580052] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-12T20:28:56.580192] [INFO ] [sig       ] OKTA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:56.727329] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OKTA.txt
[2025-12-12T20:28:56.727500] [INFO ] [sig       ] [2375/3596] Completed OKTA in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:56.727543] [INFO ] [sig       ] [2376/3596] Forecasting OKYO...
[2025-12-12T20:28:56.727591] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-12T20:28:56.727626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-12T20:28:56.738602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-12T20:28:56.738914] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-12T20:28:56.739686] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-12T20:28:56.739737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:56.739820] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:56.739853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:56.739909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:56.795933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:56.796757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:56.796834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:56.796865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:56.919677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:56.919868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:56.919908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:56.919936] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:56.923293] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-12-12T20:28:56.923592] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-12T20:28:56.923721] [INFO ] [sig       ] OKYO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:57.062213] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OKYO.txt
[2025-12-12T20:28:57.062350] [INFO ] [sig       ] [2376/3596] Completed OKYO in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:57.062386] [INFO ] [sig       ] [2377/3596] Forecasting OLED...
[2025-12-12T20:28:57.062415] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-12T20:28:57.062454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-12T20:28:57.074079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-12T20:28:57.074372] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-12T20:28:57.075140] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-12T20:28:57.075191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:57.075222] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:57.075248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:57.075304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:57.132634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:57.133236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:57.133310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:57.133341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:57.252870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:57.253017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:57.253058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:57.253085] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:57.256329] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-12-12T20:28:57.256610] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-12T20:28:57.256734] [INFO ] [sig       ] OLED: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:57.397222] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OLED.txt
[2025-12-12T20:28:57.397355] [INFO ] [sig       ] [2377/3596] Completed OLED in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:57.397392] [INFO ] [sig       ] [2378/3596] Forecasting OLLI...
[2025-12-12T20:28:57.397420] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-12T20:28:57.397449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-12T20:28:57.409852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-12T20:28:57.410123] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-12T20:28:57.410923] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-12T20:28:57.410975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:57.411008] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:57.411036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:57.411093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:57.470243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:57.470934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:57.471011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:57.471045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:57.589514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:57.589686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:57.589726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:57.589756] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:57.593041] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=46.53%)
[2025-12-12T20:28:57.593304] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-12T20:28:57.593423] [INFO ] [sig       ] OLLI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:57.731635] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OLLI.txt
[2025-12-12T20:28:57.731799] [INFO ] [sig       ] [2378/3596] Completed OLLI in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:57.731838] [INFO ] [sig       ] [2379/3596] Forecasting OLMA...
[2025-12-12T20:28:57.731868] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-12T20:28:57.731899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-12T20:28:57.743637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-12T20:28:57.743964] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-12T20:28:57.744791] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-12T20:28:57.744842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:57.744874] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:57.744900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:57.744965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:57.802417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:57.803228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:57.803305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:57.803337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:57.932163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:57.932318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:57.932357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:57.932421] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:57.935998] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-12T20:28:57.936273] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-12T20:28:57.936391] [INFO ] [sig       ] OLMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:58.073512] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OLMA.txt
[2025-12-12T20:28:58.073663] [INFO ] [sig       ] [2379/3596] Completed OLMA in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:58.073702] [INFO ] [sig       ] [2380/3596] Forecasting OLN...
[2025-12-12T20:28:58.073731] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-12T20:28:58.073761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-12T20:28:58.084921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-12T20:28:58.085195] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-12T20:28:58.085999] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-12T20:28:58.086050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:58.086081] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:58.086107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:58.086163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:58.143098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:58.143708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:58.143782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:58.143814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:58.261468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:58.261629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:58.261671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:58.261698] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:58.264968] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-12-12T20:28:58.265237] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-12T20:28:58.265355] [INFO ] [sig       ] OLN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:58.404050] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OLN.txt
[2025-12-12T20:28:58.404182] [INFO ] [sig       ] [2380/3596] Completed OLN in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:58.404220] [INFO ] [sig       ] [2381/3596] Forecasting OLP...
[2025-12-12T20:28:58.404250] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-12T20:28:58.404279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-12T20:28:58.416296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-12T20:28:58.416781] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-12T20:28:58.417554] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-12T20:28:58.417639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:58.417674] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:58.417701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:58.417758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:58.476569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:58.477251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:58.477328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:58.477360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:58.596627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:58.596772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:58.596812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:58.596842] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:58.600280] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-12T20:28:58.600593] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-12T20:28:58.600720] [INFO ] [sig       ] OLP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:28:58.742262] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OLP.txt
[2025-12-12T20:28:58.742391] [INFO ] [sig       ] [2381/3596] Completed OLP in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:58.742428] [INFO ] [sig       ] [2382/3596] Forecasting OLPX...
[2025-12-12T20:28:58.742672] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-12T20:28:58.742704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-12T20:28:58.754197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-12T20:28:58.754720] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-12T20:28:58.755803] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-12T20:28:58.755856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:58.755887] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:58.755914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:58.755969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:58.818597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:58.819628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:58.819706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:58.819739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:58.943775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:58.943925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:58.943964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:58.943993] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:58.947346] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2025-12-12T20:28:58.947649] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-12T20:28:58.947777] [INFO ] [sig       ] OLPX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:59.090262] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OLPX.txt
[2025-12-12T20:28:59.090421] [INFO ] [sig       ] [2382/3596] Completed OLPX in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:59.090458] [INFO ] [sig       ] [2383/3596] Forecasting OM...
[2025-12-12T20:28:59.090487] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-12T20:28:59.090517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-12T20:28:59.101419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-12T20:28:59.101724] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-12T20:28:59.102474] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-12T20:28:59.102524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:59.102556] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:59.102601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:59.102657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:59.160943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:59.161609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:59.161684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:59.161716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:59.279542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:59.279702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:59.279741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:59.279798] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:59.283068] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=47.30%)
[2025-12-12T20:28:59.283334] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-12T20:28:59.283450] [INFO ] [sig       ] OM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:59.429545] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OM.txt
[2025-12-12T20:28:59.429711] [INFO ] [sig       ] [2383/3596] Completed OM in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:59.429752] [INFO ] [sig       ] [2384/3596] Forecasting OMAB...
[2025-12-12T20:28:59.429801] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-12T20:28:59.429845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-12T20:28:59.441206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-12T20:28:59.441503] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-12T20:28:59.442277] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-12T20:28:59.442327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:59.442358] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:59.442383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:59.442438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:59.500689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:59.501350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:59.501426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:59.501459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:59.622523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:59.622685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:59.622725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:59.622753] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:59.626053] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-12T20:28:59.626317] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-12T20:28:59.626435] [INFO ] [sig       ] OMAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:28:59.767491] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OMAB.txt
[2025-12-12T20:28:59.767644] [INFO ] [sig       ] [2384/3596] Completed OMAB in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:28:59.767684] [INFO ] [sig       ] [2385/3596] Forecasting OMC...
[2025-12-12T20:28:59.767713] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-12T20:28:59.767743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-12T20:28:59.780126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-12T20:28:59.780461] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-12T20:28:59.781242] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-12T20:28:59.781303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:28:59.781339] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:28:59.781370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:28:59.781431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:28:59.838883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:28:59.839731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:28:59.839835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:28:59.839867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:28:59.957929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:28:59.958077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:28:59.958116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:28:59.958144] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:28:59.961402] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-12T20:28:59.961684] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-12T20:28:59.961804] [INFO ] [sig       ] OMC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:00.104950] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OMC.txt
[2025-12-12T20:29:00.105102] [INFO ] [sig       ] [2385/3596] Completed OMC in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:29:00.105141] [INFO ] [sig       ] [2386/3596] Forecasting OMCL...
[2025-12-12T20:29:00.105171] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-12T20:29:00.105200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-12T20:29:00.117764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-12T20:29:00.118044] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-12T20:29:00.119030] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-12T20:29:00.119080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:00.119111] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:00.119138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:00.119193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:00.178980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:00.179998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:00.180102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:00.180133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:00.301823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:00.301978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:00.302017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:00.302046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:00.305314] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-12T20:29:00.305613] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-12T20:29:00.305734] [INFO ] [sig       ] OMCL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:00.446719] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OMCL.txt
[2025-12-12T20:29:00.446875] [INFO ] [sig       ] [2386/3596] Completed OMCL in 0.3s | 2.85 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-12T20:29:00.446913] [INFO ] [sig       ] [2387/3596] Forecasting OMEX...
[2025-12-12T20:29:00.446943] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-12T20:29:00.446975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-12T20:29:00.460518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-12T20:29:00.463859] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-12T20:29:00.464636] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-12T20:29:00.464686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:00.464717] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:00.464742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:00.464797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:00.528711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:00.529467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:00.529544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:00.529595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:00.648624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:00.648783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:00.648822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:00.648850] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:00.652210] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-12-12T20:29:00.652477] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-12T20:29:00.652612] [INFO ] [sig       ] OMEX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:00.792660] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OMEX.txt
[2025-12-12T20:29:00.792799] [INFO ] [sig       ] [2387/3596] Completed OMEX in 0.3s | 2.85 sym/s | Total: 14.0m | ETA: 7.1m
[2025-12-12T20:29:00.792837] [INFO ] [sig       ] [2388/3596] Forecasting OMF...
[2025-12-12T20:29:00.792865] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-12T20:29:00.792895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-12T20:29:00.803695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-12T20:29:00.803980] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-12T20:29:00.804730] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-12T20:29:00.804780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:00.804811] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:00.804837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:00.804892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:00.865656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:00.866721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:00.866802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:00.866833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:00.989720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:00.989886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:00.989978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:00.990019] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:00.993326] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-12T20:29:00.993614] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-12T20:29:00.993736] [INFO ] [sig       ] OMF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:01.136859] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OMF.txt
[2025-12-12T20:29:01.137016] [INFO ] [sig       ] [2388/3596] Completed OMF in 0.3s | 2.85 sym/s | Total: 14.0m | ETA: 7.1m
[2025-12-12T20:29:01.137055] [INFO ] [sig       ] [2389/3596] Forecasting OMI...
[2025-12-12T20:29:01.137083] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-12T20:29:01.137115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-12T20:29:01.147804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-12T20:29:01.148095] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-12T20:29:01.148863] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-12T20:29:01.148913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:01.148944] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:01.148971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:01.149026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:01.206190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:01.207034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:01.207114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:01.207147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:01.325480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:01.325648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:01.325689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:01.325719] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:01.329079] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-12T20:29:01.329353] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-12T20:29:01.329477] [INFO ] [sig       ] OMI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:01.469909] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OMI.txt
[2025-12-12T20:29:01.470106] [INFO ] [sig       ] [2389/3596] Completed OMI in 0.3s | 2.85 sym/s | Total: 14.0m | ETA: 7.1m
[2025-12-12T20:29:01.470146] [INFO ] [sig       ] [2390/3596] Forecasting ON...
[2025-12-12T20:29:01.470176] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-12T20:29:01.470207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-12T20:29:01.481878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-12T20:29:01.482198] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-12T20:29:01.483004] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-12T20:29:01.483054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:01.483086] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:01.483113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:01.483168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:01.540147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:01.540878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:01.540956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:01.540987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:01.666380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:01.666598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:01.666649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:01.666679] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:01.670300] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-12T20:29:01.670648] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-12T20:29:01.670783] [INFO ] [sig       ] ON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:01.812114] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ON.txt
[2025-12-12T20:29:01.812284] [INFO ] [sig       ] [2390/3596] Completed ON in 0.3s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:01.812325] [INFO ] [sig       ] [2391/3596] Forecasting ONB...
[2025-12-12T20:29:01.812356] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-12T20:29:01.812388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-12T20:29:01.825705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-12T20:29:01.826120] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-12T20:29:01.827096] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-12T20:29:01.827165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:01.827207] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:01.827246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:01.827328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:01.893390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:01.894308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:01.894436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:01.894496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:02.024613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:02.024772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:02.024812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:02.024841] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:02.028267] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=47.03%)
[2025-12-12T20:29:02.028632] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-12T20:29:02.028769] [INFO ] [sig       ] ONB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:02.171490] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ONB.txt
[2025-12-12T20:29:02.171697] [INFO ] [sig       ] [2391/3596] Completed ONB in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:02.171743] [INFO ] [sig       ] [2392/3596] Forecasting ONCO...
[2025-12-12T20:29:02.171773] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-12T20:29:02.171802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-12T20:29:02.186978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-12T20:29:02.187546] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-12T20:29:02.188528] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-12T20:29:02.188603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:02.188660] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:02.188689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:02.188748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:02.247871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:02.249111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:02.249212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:02.249245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:02.371881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:02.372129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:02.372182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:02.372216] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:02.376860] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-12-12T20:29:02.377277] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-12T20:29:02.377438] [INFO ] [sig       ] ONCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:02.534151] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ONCO.txt
[2025-12-12T20:29:02.534381] [INFO ] [sig       ] [2392/3596] Completed ONCO in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:02.534432] [INFO ] [sig       ] [2393/3596] Forecasting ONDS...
[2025-12-12T20:29:02.534464] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-12T20:29:02.534497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-12T20:29:02.548925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-12T20:29:02.549500] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-12T20:29:02.550565] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-12T20:29:02.550652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:02.550723] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:02.550751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:02.550812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:02.609886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:02.610997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:02.611093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:02.611127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:02.732910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:02.733173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:02.733221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:02.733250] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:02.737438] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=49.34%)
[2025-12-12T20:29:02.737806] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-12T20:29:02.737946] [INFO ] [sig       ] ONDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:02.886030] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ONDS.txt
[2025-12-12T20:29:02.886256] [INFO ] [sig       ] [2393/3596] Completed ONDS in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:02.886299] [INFO ] [sig       ] [2394/3596] Forecasting ONEQ...
[2025-12-12T20:29:02.886329] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-12T20:29:02.886361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-12T20:29:02.899706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-12T20:29:02.900169] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-12T20:29:02.901199] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-12T20:29:02.901251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:02.901282] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:02.901311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:02.901365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:02.958782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:02.959649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:02.959736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:02.959789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:03.080893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:03.081054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:03.081095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:03.081124] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:03.084531] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-12-12T20:29:03.084825] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-12T20:29:03.084949] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:03.228007] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ONEQ.txt
[2025-12-12T20:29:03.228150] [INFO ] [sig       ] [2394/3596] Completed ONEQ in 0.3s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:03.228210] [INFO ] [sig       ] [2395/3596] Forecasting ONL...
[2025-12-12T20:29:03.228242] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-12T20:29:03.228274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-12T20:29:03.240401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-12T20:29:03.240793] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-12T20:29:03.241564] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-12T20:29:03.241632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:03.241664] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:03.241691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:03.241746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:03.298267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:03.298964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:03.299040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:03.299072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:03.423141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:03.423379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:03.423424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:03.423452] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:03.427612] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-12T20:29:03.427978] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-12T20:29:03.428128] [INFO ] [sig       ] ONL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:03.584183] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ONL.txt
[2025-12-12T20:29:03.584400] [INFO ] [sig       ] [2395/3596] Completed ONL in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:03.584441] [INFO ] [sig       ] [2396/3596] Forecasting ONON...
[2025-12-12T20:29:03.584477] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-12T20:29:03.584512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-12T20:29:03.598062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-12T20:29:03.598632] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-12T20:29:03.599561] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-12T20:29:03.599688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:03.599722] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:03.599747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:03.599833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:03.660792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:03.661987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:03.662102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:03.662136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:03.790438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:03.790692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:03.790738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:03.790809] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:03.794953] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=79.36%)
[2025-12-12T20:29:03.795358] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-12T20:29:03.795515] [INFO ] [sig       ] ONON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:03.955786] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ONON.txt
[2025-12-12T20:29:03.955997] [INFO ] [sig       ] [2396/3596] Completed ONON in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:03.956041] [INFO ] [sig       ] [2397/3596] Forecasting ONTF...
[2025-12-12T20:29:03.956072] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-12T20:29:03.956108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-12T20:29:03.969931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-12T20:29:03.970451] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-12T20:29:03.971374] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-12T20:29:03.971434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:03.971466] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:03.971492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:03.971548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:04.031158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:04.032243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:04.032337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:04.032370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:04.158036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:04.158274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:04.158318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:04.158347] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:04.162409] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-12T20:29:04.162953] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-12T20:29:04.163089] [INFO ] [sig       ] ONTF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:04.337334] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ONTF.txt
[2025-12-12T20:29:04.337529] [INFO ] [sig       ] [2397/3596] Completed ONTF in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:04.337590] [INFO ] [sig       ] [2398/3596] Forecasting ONTO...
[2025-12-12T20:29:04.337622] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-12T20:29:04.337656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-12T20:29:04.364633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-12T20:29:04.365204] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-12T20:29:04.366196] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-12T20:29:04.366253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:04.366285] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:04.366311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:04.366369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:04.428739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:04.430168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:04.430268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:04.430333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:04.555548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:04.555806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:04.555852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:04.555882] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:04.560095] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-12T20:29:04.560480] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-12T20:29:04.560643] [INFO ] [sig       ] ONTO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:04.711254] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ONTO.txt
[2025-12-12T20:29:04.711510] [INFO ] [sig       ] [2398/3596] Completed ONTO in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:04.711586] [INFO ] [sig       ] [2399/3596] Forecasting OOMA...
[2025-12-12T20:29:04.711622] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-12T20:29:04.711668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-12T20:29:04.725663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-12T20:29:04.726049] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-12T20:29:04.726846] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-12T20:29:04.726897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:04.726927] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:04.726953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:04.727009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:04.783090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:04.783733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:04.783812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:04.783843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:04.902658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:04.902827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:04.902865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:04.902912] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:04.906662] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-12T20:29:04.906980] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-12T20:29:04.907130] [INFO ] [sig       ] OOMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:05.055343] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OOMA.txt
[2025-12-12T20:29:05.055497] [INFO ] [sig       ] [2399/3596] Completed OOMA in 0.3s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:05.055534] [INFO ] [sig       ] [2400/3596] Forecasting OPAD...
[2025-12-12T20:29:05.055562] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-12T20:29:05.055612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-12T20:29:05.069723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-12T20:29:05.070289] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-12T20:29:05.071213] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-12T20:29:05.071265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:05.071298] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:05.071324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:05.071382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:05.133417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:05.134830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:05.134936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:05.134970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:05.263517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:05.264064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:05.264114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:05.264143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:05.268111] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-12T20:29:05.268439] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-12T20:29:05.268605] [INFO ] [sig       ] OPAD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:05.414124] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OPAD.txt
[2025-12-12T20:29:05.414339] [INFO ] [sig       ] [2400/3596] Completed OPAD in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:05.414382] [INFO ] [sig       ] [2401/3596] Forecasting OPAL...
[2025-12-12T20:29:05.414411] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-12T20:29:05.414445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-12T20:29:05.428618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-12T20:29:05.429211] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-12T20:29:05.430212] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-12T20:29:05.430267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:05.430300] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:05.430326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:05.430387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:05.489702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:05.494170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:05.494321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:05.494355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:05.621950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:05.622182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:05.622231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:05.622261] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:05.626112] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-12-12T20:29:05.626453] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-12T20:29:05.626628] [INFO ] [sig       ] OPAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:05.769233] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OPAL.txt
[2025-12-12T20:29:05.769455] [INFO ] [sig       ] [2401/3596] Completed OPAL in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:05.769498] [INFO ] [sig       ] [2402/3596] Forecasting OPBK...
[2025-12-12T20:29:05.769528] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-12T20:29:05.769560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-12T20:29:05.783292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-12T20:29:05.783815] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-12T20:29:05.784837] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-12T20:29:05.784891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:05.784925] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:05.784953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:05.785017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:05.843538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:05.844604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:05.844701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:05.844735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:05.968348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:05.968625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:05.968674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:05.968703] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:05.972609] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2025-12-12T20:29:05.973012] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-12T20:29:05.973151] [INFO ] [sig       ] OPBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:06.121402] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OPBK.txt
[2025-12-12T20:29:06.121646] [INFO ] [sig       ] [2402/3596] Completed OPBK in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:06.121691] [INFO ] [sig       ] [2403/3596] Forecasting OPCH...
[2025-12-12T20:29:06.121720] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-12T20:29:06.121757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-12T20:29:06.135329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-12T20:29:06.135904] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-12T20:29:06.136801] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-12T20:29:06.136855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:06.136889] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:06.136936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:06.136996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:06.196844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:06.197991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:06.198139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:06.198174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:06.325341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:06.325619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:06.325666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:06.325698] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:06.329940] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-12T20:29:06.330318] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-12T20:29:06.330462] [INFO ] [sig       ] OPCH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:06.475698] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OPCH.txt
[2025-12-12T20:29:06.475914] [INFO ] [sig       ] [2403/3596] Completed OPCH in 0.4s | 2.85 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-12T20:29:06.475956] [INFO ] [sig       ] [2404/3596] Forecasting OPEN...
[2025-12-12T20:29:06.476002] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-12T20:29:06.476037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-12T20:29:06.490387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-12T20:29:06.490914] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-12T20:29:06.491849] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-12T20:29:06.491904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:06.491938] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:06.491964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:06.492022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:06.552773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:06.553905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:06.554000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:06.554034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:06.683874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:06.684111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:06.684157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:06.684186] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:06.688064] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-12T20:29:06.688372] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-12T20:29:06.688509] [INFO ] [sig       ] OPEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:06.835409] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OPEN.txt
[2025-12-12T20:29:06.835609] [INFO ] [sig       ] [2404/3596] Completed OPEN in 0.4s | 2.85 sym/s | Total: 14.1m | ETA: 7.0m
[2025-12-12T20:29:06.835652] [INFO ] [sig       ] [2405/3596] Forecasting OPFI...
[2025-12-12T20:29:06.835681] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-12T20:29:06.835714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-12T20:29:06.849633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-12T20:29:06.850195] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-12T20:29:06.851393] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-12T20:29:06.851447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:06.851480] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:06.851505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:06.851762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:06.912704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:06.913931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:06.914059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:06.914115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:07.041930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:07.042219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:07.042267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:07.042295] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:07.047544] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-12T20:29:07.048369] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-12T20:29:07.048549] [INFO ] [sig       ] OPFI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:07.190090] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OPFI.txt
[2025-12-12T20:29:07.190279] [INFO ] [sig       ] [2405/3596] Completed OPFI in 0.4s | 2.85 sym/s | Total: 14.1m | ETA: 7.0m
[2025-12-12T20:29:07.190320] [INFO ] [sig       ] [2406/3596] Forecasting OPK...
[2025-12-12T20:29:07.190356] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-12T20:29:07.190389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-12T20:29:07.205264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-12T20:29:07.205883] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-12T20:29:07.206859] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-12T20:29:07.206911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:07.206946] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:07.206973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:07.207034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:07.266357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:07.267421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:07.267512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:07.267547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:07.389625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:07.389881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:07.389926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:07.389960] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:07.393818] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-12-12T20:29:07.394142] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-12T20:29:07.394281] [INFO ] [sig       ] OPK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:07.537452] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OPK.txt
[2025-12-12T20:29:07.537743] [INFO ] [sig       ] [2406/3596] Completed OPK in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 7.0m
[2025-12-12T20:29:07.537789] [INFO ] [sig       ] [2407/3596] Forecasting OPP...
[2025-12-12T20:29:07.537822] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-12T20:29:07.537862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-12T20:29:07.551844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-12T20:29:07.552317] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-12T20:29:07.553274] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-12T20:29:07.553327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:07.553360] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:07.553388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:07.553445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:07.612473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:07.613626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:07.613723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:07.613755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:07.735228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:07.735462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:07.735506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:07.735536] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:07.739332] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-12-12T20:29:07.739657] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-12T20:29:07.740062] [INFO ] [sig       ] OPP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:07.891524] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OPP.txt
[2025-12-12T20:29:07.891778] [INFO ] [sig       ] [2407/3596] Completed OPP in 0.4s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:07.891820] [INFO ] [sig       ] [2408/3596] Forecasting OPRA...
[2025-12-12T20:29:07.891850] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-12T20:29:07.891885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-12T20:29:07.906350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-12T20:29:07.906864] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-12T20:29:07.907738] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-12T20:29:07.907793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:07.907826] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:07.907853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:07.907913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:07.968450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:07.969490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:07.969595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:07.969632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:08.095178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:08.095335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:08.095376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:08.095406] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:08.098809] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-12-12T20:29:08.099137] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-12T20:29:08.099277] [INFO ] [sig       ] OPRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:08.237546] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OPRA.txt
[2025-12-12T20:29:08.237705] [INFO ] [sig       ] [2408/3596] Completed OPRA in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:08.237745] [INFO ] [sig       ] [2409/3596] Forecasting OPRX...
[2025-12-12T20:29:08.237773] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-12T20:29:08.237803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-12T20:29:08.250990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-12T20:29:08.251307] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-12T20:29:08.252135] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-12T20:29:08.252187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:08.252218] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:08.252243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:08.252299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:08.310893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:08.311614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:08.311692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:08.311725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:08.432941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:08.433095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:08.433134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:08.433164] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:08.436448] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-12T20:29:08.436735] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-12T20:29:08.436855] [INFO ] [sig       ] OPRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:08.580503] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OPRX.txt
[2025-12-12T20:29:08.580679] [INFO ] [sig       ] [2409/3596] Completed OPRX in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:08.580720] [INFO ] [sig       ] [2410/3596] Forecasting OPTX...
[2025-12-12T20:29:08.580750] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-12T20:29:08.580782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-12T20:29:08.594450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-12T20:29:08.594976] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-12T20:29:08.595903] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-12T20:29:08.595956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:08.596021] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:08.596049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:08.596108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:08.654767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:08.656071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:08.656167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:08.656200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:08.777960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:08.778178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:08.778219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:08.778275] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:08.782041] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-12-12T20:29:08.782345] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-12T20:29:08.782469] [INFO ] [sig       ] OPTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:08.920049] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OPTX.txt
[2025-12-12T20:29:08.920252] [INFO ] [sig       ] [2410/3596] Completed OPTX in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:08.920299] [INFO ] [sig       ] [2411/3596] Forecasting OPXS...
[2025-12-12T20:29:08.920329] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-12T20:29:08.920361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-12T20:29:08.934925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-12T20:29:08.935376] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-12T20:29:08.936262] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-12T20:29:08.936314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:08.936346] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:08.936371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:08.936427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:08.994041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:08.995059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:08.995153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:08.995187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:09.113427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:09.113677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:09.113723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:09.113753] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:09.117564] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-12-12T20:29:09.117900] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-12T20:29:09.118037] [INFO ] [sig       ] OPXS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:09.260294] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OPXS.txt
[2025-12-12T20:29:09.260470] [INFO ] [sig       ] [2411/3596] Completed OPXS in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:09.260512] [INFO ] [sig       ] [2412/3596] Forecasting ORA...
[2025-12-12T20:29:09.260541] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-12T20:29:09.260591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-12T20:29:09.272319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-12T20:29:09.272687] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-12T20:29:09.273436] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-12T20:29:09.273486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:09.273518] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:09.273544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:09.273618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:09.331508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:09.332435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:09.332516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:09.332548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:09.452906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:09.453036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:09.453074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:09.453102] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:09.456344] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-12-12T20:29:09.456639] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-12T20:29:09.456765] [INFO ] [sig       ] ORA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:09.596236] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ORA.txt
[2025-12-12T20:29:09.596358] [INFO ] [sig       ] [2412/3596] Completed ORA in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:09.596395] [INFO ] [sig       ] [2413/3596] Forecasting ORC...
[2025-12-12T20:29:09.596424] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-12T20:29:09.596455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-12T20:29:09.609697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-12T20:29:09.610015] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-12T20:29:09.610809] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-12T20:29:09.610860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:09.610892] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:09.610919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:09.610974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:09.672145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:09.672987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:09.673064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:09.673096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:09.793963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:09.794130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:09.794172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:09.794255] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:09.798116] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-12T20:29:09.798418] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-12T20:29:09.798548] [INFO ] [sig       ] ORC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:09.944112] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ORC.txt
[2025-12-12T20:29:09.944263] [INFO ] [sig       ] [2413/3596] Completed ORC in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:09.944303] [INFO ] [sig       ] [2414/3596] Forecasting ORGO...
[2025-12-12T20:29:09.944332] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-12T20:29:09.944364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-12T20:29:09.955934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-12T20:29:09.956247] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-12T20:29:09.957057] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-12T20:29:09.957110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:09.957141] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:09.957167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:09.957235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:10.015636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:10.016434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:10.016519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:10.016552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:10.135174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:10.135339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:10.135380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:10.135407] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:10.138817] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-12T20:29:10.139117] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-12T20:29:10.139246] [INFO ] [sig       ] ORGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:10.280221] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ORGO.txt
[2025-12-12T20:29:10.280367] [INFO ] [sig       ] [2414/3596] Completed ORGO in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:10.280407] [INFO ] [sig       ] [2415/3596] Forecasting ORIC...
[2025-12-12T20:29:10.280442] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-12T20:29:10.280477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-12T20:29:10.294632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-12T20:29:10.295091] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-12T20:29:10.295944] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-12T20:29:10.295996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:10.296027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:10.296053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:10.296109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:10.352704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:10.353350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:10.353429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:10.353462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:10.471967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:10.472126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:10.472166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:10.472195] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:10.475526] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=56.33%)
[2025-12-12T20:29:10.475823] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-12T20:29:10.475944] [INFO ] [sig       ] ORIC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:10.612440] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ORIC.txt
[2025-12-12T20:29:10.612619] [INFO ] [sig       ] [2415/3596] Completed ORIC in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:10.612660] [INFO ] [sig       ] [2416/3596] Forecasting ORKA...
[2025-12-12T20:29:10.612690] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-12T20:29:10.612722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-12T20:29:10.624138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-12T20:29:10.624431] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-12T20:29:10.625214] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-12T20:29:10.625275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:10.625306] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:10.625332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:10.625387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:10.681808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:10.682461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:10.682535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:10.682566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:10.806149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:10.806309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:10.806347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:10.806374] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:10.809969] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-12T20:29:10.810244] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-12T20:29:10.810362] [INFO ] [sig       ] ORKA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:10.948828] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ORKA.txt
[2025-12-12T20:29:10.948960] [INFO ] [sig       ] [2416/3596] Completed ORKA in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:10.948998] [INFO ] [sig       ] [2417/3596] Forecasting ORLY...
[2025-12-12T20:29:10.949026] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-12T20:29:10.949055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-12T20:29:10.963414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-12T20:29:10.964128] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-12T20:29:10.965301] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-12T20:29:10.965373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:10.965413] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:10.965454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:10.965536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:11.033655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:11.034965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:11.035094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:11.035138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:11.173229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:11.173463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:11.173508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:11.173540] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:11.177507] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-12T20:29:11.177936] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-12T20:29:11.178116] [INFO ] [sig       ] ORLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:11.331356] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ORLY.txt
[2025-12-12T20:29:11.331527] [INFO ] [sig       ] [2417/3596] Completed ORLY in 0.4s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:11.331566] [INFO ] [sig       ] [2418/3596] Forecasting ORMP...
[2025-12-12T20:29:11.331619] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-12T20:29:11.331651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-12T20:29:11.342544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-12T20:29:11.342882] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-12T20:29:11.343760] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-12T20:29:11.343816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:11.343847] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:11.343874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:11.343930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:11.399934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:11.400814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:11.400894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:11.400927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:11.518583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:11.518727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:11.518766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:11.518793] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:11.522057] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-12T20:29:11.522327] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-12T20:29:11.522447] [INFO ] [sig       ] ORMP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:11.658661] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ORMP.txt
[2025-12-12T20:29:11.658797] [INFO ] [sig       ] [2418/3596] Completed ORMP in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:11.658837] [INFO ] [sig       ] [2419/3596] Forecasting ORN...
[2025-12-12T20:29:11.658865] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-12T20:29:11.658896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-12T20:29:11.669795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-12T20:29:11.670138] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-12T20:29:11.670955] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-12T20:29:11.671009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:11.671040] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:11.671067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:11.671123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:11.728102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:11.728970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:11.729051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:11.729084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:11.850360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:11.850516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:11.850557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:11.850603] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:11.853919] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-12T20:29:11.854191] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-12T20:29:11.854307] [INFO ] [sig       ] ORN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:11.995823] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ORN.txt
[2025-12-12T20:29:11.995980] [INFO ] [sig       ] [2419/3596] Completed ORN in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:11.996019] [INFO ] [sig       ] [2420/3596] Forecasting ORRF...
[2025-12-12T20:29:11.996048] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-12T20:29:11.996078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-12T20:29:12.007113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-12T20:29:12.007403] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-12T20:29:12.008171] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-12T20:29:12.008221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:12.008252] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:12.008278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:12.008333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:12.064933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:12.065601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:12.065702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:12.065735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:12.187767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:12.187905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:12.187942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:12.187971] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:12.191235] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-12T20:29:12.191504] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-12T20:29:12.191643] [INFO ] [sig       ] ORRF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:12.328215] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ORRF.txt
[2025-12-12T20:29:12.328378] [INFO ] [sig       ] [2420/3596] Completed ORRF in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:12.328417] [INFO ] [sig       ] [2421/3596] Forecasting OS...
[2025-12-12T20:29:12.328447] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-12T20:29:12.328476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-12T20:29:12.341253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-12T20:29:12.341649] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-12T20:29:12.342434] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-12T20:29:12.342486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:12.342518] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:12.342544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:12.342621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:12.398923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:12.399712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:12.399811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:12.399852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:12.519388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:12.519525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:12.519561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:12.519626] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:12.522966] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=55.63%)
[2025-12-12T20:29:12.523250] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-12T20:29:12.523368] [INFO ] [sig       ] OS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:12.663530] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OS.txt
[2025-12-12T20:29:12.663665] [INFO ] [sig       ] [2421/3596] Completed OS in 0.3s | 2.85 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-12T20:29:12.663703] [INFO ] [sig       ] [2422/3596] Forecasting OSBC...
[2025-12-12T20:29:12.663733] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-12T20:29:12.663762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-12T20:29:12.675189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-12T20:29:12.675469] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-12T20:29:12.676228] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-12T20:29:12.676279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:12.676309] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:12.676334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:12.676388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:12.734409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:12.735296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:12.735380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:12.735414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:12.852485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:12.852640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:12.852677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:12.852705] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:12.855943] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-12T20:29:12.856210] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-12T20:29:12.856329] [INFO ] [sig       ] OSBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:13.000205] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OSBC.txt
[2025-12-12T20:29:13.000332] [INFO ] [sig       ] [2422/3596] Completed OSBC in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.9m
[2025-12-12T20:29:13.000369] [INFO ] [sig       ] [2423/3596] Forecasting OSIS...
[2025-12-12T20:29:13.000398] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-12T20:29:13.000427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-12T20:29:13.011481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-12T20:29:13.011794] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-12T20:29:13.012553] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-12T20:29:13.012622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:13.012654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:13.012680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:13.012734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:13.070299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:13.070928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:13.071003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:13.071035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:13.190764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:13.190893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:13.190944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:13.190976] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:13.194217] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-12T20:29:13.194489] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-12T20:29:13.194628] [INFO ] [sig       ] OSIS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:13.331303] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OSIS.txt
[2025-12-12T20:29:13.331446] [INFO ] [sig       ] [2423/3596] Completed OSIS in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.9m
[2025-12-12T20:29:13.331484] [INFO ] [sig       ] [2424/3596] Forecasting OSPN...
[2025-12-12T20:29:13.331512] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-12T20:29:13.331542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-12T20:29:13.342846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-12T20:29:13.343110] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-12T20:29:13.343874] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-12T20:29:13.343924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:13.343956] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:13.343982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:13.344037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:13.400384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:13.401031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:13.401105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:13.401136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:13.517980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:13.518119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:13.518158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:13.518185] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:13.521621] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-12T20:29:13.521902] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-12T20:29:13.522019] [INFO ] [sig       ] OSPN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:13.658454] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OSPN.txt
[2025-12-12T20:29:13.658618] [INFO ] [sig       ] [2424/3596] Completed OSPN in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:13.658658] [INFO ] [sig       ] [2425/3596] Forecasting OSS...
[2025-12-12T20:29:13.658688] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-12T20:29:13.658717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-12T20:29:13.672678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-12T20:29:13.672961] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-12T20:29:13.673749] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-12T20:29:13.673799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:13.673830] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:13.673856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:13.673910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:13.730722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:13.731320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:13.731393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:13.731424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:13.844754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:13.844884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:13.844922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:13.844951] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:13.848211] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-12T20:29:13.848479] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-12T20:29:13.848622] [INFO ] [sig       ] OSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:13.986218] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OSS.txt
[2025-12-12T20:29:13.986355] [INFO ] [sig       ] [2425/3596] Completed OSS in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:13.986393] [INFO ] [sig       ] [2426/3596] Forecasting OTEX...
[2025-12-12T20:29:13.986422] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-12T20:29:13.986451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-12T20:29:13.997243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-12T20:29:13.997516] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-12T20:29:13.998267] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-12T20:29:13.998317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:13.998348] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:13.998374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:13.998433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:14.054981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:14.055666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:14.055741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:14.055773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:14.180009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:14.180171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:14.180211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:14.180239] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:14.184020] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=38.48%)
[2025-12-12T20:29:14.184310] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-12T20:29:14.184437] [INFO ] [sig       ] OTEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:14.323163] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OTEX.txt
[2025-12-12T20:29:14.323328] [INFO ] [sig       ] [2426/3596] Completed OTEX in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:14.323367] [INFO ] [sig       ] [2427/3596] Forecasting OTIS...
[2025-12-12T20:29:14.323397] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-12T20:29:14.323429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-12T20:29:14.335118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-12T20:29:14.335441] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-12T20:29:14.336208] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-12T20:29:14.336259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:14.336327] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:14.336357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:14.336412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:14.396732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:14.397600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:14.397679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:14.397711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:14.515049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:14.515179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:14.515217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:14.515244] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:14.518441] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=77.97%)
[2025-12-12T20:29:14.518733] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-12T20:29:14.518852] [INFO ] [sig       ] OTIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:14.656917] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OTIS.txt
[2025-12-12T20:29:14.657039] [INFO ] [sig       ] [2427/3596] Completed OTIS in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:14.657077] [INFO ] [sig       ] [2428/3596] Forecasting OTLY...
[2025-12-12T20:29:14.657106] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-12T20:29:14.657135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-12T20:29:14.668687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-12T20:29:14.668948] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-12T20:29:14.669714] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-12T20:29:14.669765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:14.669826] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:14.669854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:14.669909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:14.727157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:14.727796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:14.727870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:14.727902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:14.845164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:14.845296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:14.845335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:14.845362] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:14.848608] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-12-12T20:29:14.848878] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-12T20:29:14.848996] [INFO ] [sig       ] OTLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:14.988289] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OTLY.txt
[2025-12-12T20:29:14.988414] [INFO ] [sig       ] [2428/3596] Completed OTLY in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:14.988450] [INFO ] [sig       ] [2429/3596] Forecasting OVID...
[2025-12-12T20:29:14.988479] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-12T20:29:14.988509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-12T20:29:14.999673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-12T20:29:15.000027] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-12T20:29:15.000800] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-12T20:29:15.000850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:15.000881] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:15.000908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:15.000963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:15.058144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:15.058731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:15.058806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:15.058837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:15.179038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:15.179176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:15.179218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:15.179247] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:15.182736] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-12T20:29:15.183043] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-12T20:29:15.183168] [INFO ] [sig       ] OVID: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:15.322222] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OVID.txt
[2025-12-12T20:29:15.322341] [INFO ] [sig       ] [2429/3596] Completed OVID in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:15.322379] [INFO ] [sig       ] [2430/3596] Forecasting OVLY...
[2025-12-12T20:29:15.322407] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-12T20:29:15.322436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-12T20:29:15.333518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-12T20:29:15.333846] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-12T20:29:15.334808] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-12T20:29:15.334860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:15.334891] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:15.334917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:15.334972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:15.392674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:15.393334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:15.393414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:15.393445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:15.487388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:15.487496] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:29:15.487532] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:15.487614] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:15.490781] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-12-12T20:29:15.491045] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-12T20:29:15.491162] [INFO ] [sig       ] OVLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:15.628918] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OVLY.txt
[2025-12-12T20:29:15.629036] [INFO ] [sig       ] [2430/3596] Completed OVLY in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:15.629080] [INFO ] [sig       ] [2431/3596] Forecasting OWL...
[2025-12-12T20:29:15.629110] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-12T20:29:15.629141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-12T20:29:15.640957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-12T20:29:15.641232] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-12T20:29:15.642030] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-12T20:29:15.642083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:15.642116] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:15.642143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:15.642198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:15.701393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:15.702020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:15.702097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:15.702129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:15.825391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:15.825530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:15.825591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:15.825630] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:15.829028] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2025-12-12T20:29:15.829317] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-12T20:29:15.829443] [INFO ] [sig       ] OWL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:15.974334] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OWL.txt
[2025-12-12T20:29:15.974467] [INFO ] [sig       ] [2431/3596] Completed OWL in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:15.974507] [INFO ] [sig       ] [2432/3596] Forecasting OXLC...
[2025-12-12T20:29:15.974537] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-12T20:29:15.974567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-12T20:29:15.986750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-12T20:29:15.987064] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-12T20:29:15.987885] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-12T20:29:15.987938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:15.987970] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:15.988007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:15.988086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:16.049898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:16.050674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:16.050755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:16.050794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:16.175294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:16.175443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:16.175482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:16.175510] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:16.178780] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-12T20:29:16.179049] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-12T20:29:16.179182] [INFO ] [sig       ] OXLC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:16.315188] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OXLC.txt
[2025-12-12T20:29:16.315343] [INFO ] [sig       ] [2432/3596] Completed OXLC in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:16.315381] [INFO ] [sig       ] [2433/3596] Forecasting OXM...
[2025-12-12T20:29:16.315412] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-12T20:29:16.315442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-12T20:29:16.326668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-12T20:29:16.326948] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-12T20:29:16.327734] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-12T20:29:16.327784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:16.327813] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:16.327839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:16.327894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:16.383825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:16.384437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:16.384512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:16.384543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:16.507808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:16.507966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:16.508004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:16.508031] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:16.511302] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-12T20:29:16.511587] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-12T20:29:16.511705] [INFO ] [sig       ] OXM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:16.647457] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OXM.txt
[2025-12-12T20:29:16.647604] [INFO ] [sig       ] [2433/3596] Completed OXM in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:16.647644] [INFO ] [sig       ] [2434/3596] Forecasting OXSQ...
[2025-12-12T20:29:16.647673] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-12T20:29:16.647702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-12T20:29:16.659003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-12T20:29:16.659280] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-12T20:29:16.660051] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-12T20:29:16.660103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:16.660133] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:16.660159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:16.660214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:16.716058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:16.716661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:16.716735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:16.716766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:16.833054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:16.833205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:16.833244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:16.833290] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:16.836545] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-12-12T20:29:16.836837] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-12T20:29:16.836954] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:16.973514] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OXSQ.txt
[2025-12-12T20:29:16.973675] [INFO ] [sig       ] [2434/3596] Completed OXSQ in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:16.973723] [INFO ] [sig       ] [2435/3596] Forecasting OZEM...
[2025-12-12T20:29:16.973758] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-12T20:29:16.973794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-12T20:29:16.985854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-12T20:29:16.986164] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-12T20:29:16.986931] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-12T20:29:16.986982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:16.987013] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:16.987039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:16.987094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:17.043988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:17.044711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:17.044788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:17.044820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:17.153010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:17.153153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:17.153193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:17.153221] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:17.156532] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-12T20:29:17.156820] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-12T20:29:17.156939] [INFO ] [sig       ] OZEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:17.298803] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OZEM.txt
[2025-12-12T20:29:17.298933] [INFO ] [sig       ] [2435/3596] Completed OZEM in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:17.298969] [INFO ] [sig       ] [2436/3596] Forecasting OZK...
[2025-12-12T20:29:17.298998] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-12T20:29:17.299028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-12T20:29:17.310736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-12T20:29:17.311029] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-12T20:29:17.311812] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-12T20:29:17.311864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:17.311895] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:17.311922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:17.311978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:17.369531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:17.370218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:17.370312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:17.370345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:17.491641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:17.491806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:17.491851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:17.491878] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:17.495229] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-12T20:29:17.495498] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-12T20:29:17.495638] [INFO ] [sig       ] OZK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:17.634307] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/OZK.txt
[2025-12-12T20:29:17.634438] [INFO ] [sig       ] [2436/3596] Completed OZK in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:17.634476] [INFO ] [sig       ] [2437/3596] Forecasting OZKAP...
[2025-12-12T20:29:17.634505] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-12T20:29:17.634536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-12T20:29:17.648408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-12T20:29:17.649003] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-12T20:29:17.650004] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-12T20:29:17.650061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:17.650095] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:17.650124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:17.650196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:17.709163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:17.710370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:17.710521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:17.710558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:17.835066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:17.835225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:17.835266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:17.835295] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:17.839004] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-12T20:29:17.839291] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-12T20:29:17.839416] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:17.980150] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/OZKAP.txt
[2025-12-12T20:29:17.980310] [INFO ] [sig       ] [2437/3596] Completed OZKAP in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:17.980350] [INFO ] [sig       ] [2438/3596] Forecasting PAA...
[2025-12-12T20:29:17.980380] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-12T20:29:17.980410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-12T20:29:17.992084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-12T20:29:17.992418] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-12T20:29:17.993247] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-12T20:29:17.993300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:17.993373] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:17.993402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:17.993457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:18.052185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:18.052904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:18.052987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:18.053029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:18.178015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:18.178226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:18.178270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:18.178299] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:18.181816] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-12T20:29:18.182100] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-12T20:29:18.182221] [INFO ] [sig       ] PAA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:18.324133] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PAA.txt
[2025-12-12T20:29:18.324280] [INFO ] [sig       ] [2438/3596] Completed PAA in 0.3s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:18.324318] [INFO ] [sig       ] [2439/3596] Forecasting PAAS...
[2025-12-12T20:29:18.324347] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-12T20:29:18.324377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-12T20:29:18.336450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-12T20:29:18.336851] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-12T20:29:18.337623] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-12T20:29:18.337674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:18.337713] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:18.337739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:18.337793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:18.399699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:18.400568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:18.400675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:18.400716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:18.527312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:18.527478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:18.527517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:18.527544] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:18.530964] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-12T20:29:18.531268] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-12T20:29:18.531399] [INFO ] [sig       ] PAAS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:18.674856] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAAS.txt
[2025-12-12T20:29:18.675023] [INFO ] [sig       ] [2439/3596] Completed PAAS in 0.4s | 2.85 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-12T20:29:18.675062] [INFO ] [sig       ] [2440/3596] Forecasting PAC...
[2025-12-12T20:29:18.675091] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-12T20:29:18.675123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-12T20:29:18.686705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-12T20:29:18.687086] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-12T20:29:18.687883] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-12T20:29:18.687935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:18.687966] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:18.687992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:18.688048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:18.748225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:18.749098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:18.749178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:18.749211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:18.870935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:18.871097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:18.871136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:18.871164] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:18.874485] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-12T20:29:18.874779] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-12T20:29:18.874900] [INFO ] [sig       ] PAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:19.022115] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAC.txt
[2025-12-12T20:29:19.022304] [INFO ] [sig       ] [2440/3596] Completed PAC in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.8m
[2025-12-12T20:29:19.022344] [INFO ] [sig       ] [2441/3596] Forecasting PACB...
[2025-12-12T20:29:19.022373] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-12T20:29:19.022404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-12T20:29:19.034607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-12T20:29:19.034948] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-12T20:29:19.035771] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-12T20:29:19.035825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:19.035858] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:19.035886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:19.035944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:19.094893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:19.095645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:19.095725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:19.095758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:19.216602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:19.216758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:19.216800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:19.216829] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:19.220114] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-12-12T20:29:19.220386] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-12T20:29:19.220502] [INFO ] [sig       ] PACB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:19.359165] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PACB.txt
[2025-12-12T20:29:19.359296] [INFO ] [sig       ] [2441/3596] Completed PACB in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:19.359333] [INFO ] [sig       ] [2442/3596] Forecasting PACK...
[2025-12-12T20:29:19.359368] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-12T20:29:19.359399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-12T20:29:19.370942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-12T20:29:19.371231] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-12T20:29:19.372042] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-12T20:29:19.372096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:19.372127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:19.372156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:19.372214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:19.430419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:19.431254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:19.431334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:19.431365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:19.553686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:19.553838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:19.553877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:19.553905] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:19.557248] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-12T20:29:19.557522] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-12T20:29:19.557659] [INFO ] [sig       ] PACK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:19.696969] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PACK.txt
[2025-12-12T20:29:19.697121] [INFO ] [sig       ] [2442/3596] Completed PACK in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:19.697159] [INFO ] [sig       ] [2443/3596] Forecasting PAGP...
[2025-12-12T20:29:19.697188] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-12T20:29:19.697218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-12T20:29:19.709619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-12T20:29:19.710117] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-12T20:29:19.710880] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-12T20:29:19.710931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:19.710963] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:19.710989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:19.711044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:19.769081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:19.769709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:19.769804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:19.769836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:19.894150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:19.894306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:19.894347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:19.894377] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:19.897834] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-12-12T20:29:19.898310] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-12T20:29:19.898431] [INFO ] [sig       ] PAGP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:20.047985] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAGP.txt
[2025-12-12T20:29:20.048197] [INFO ] [sig       ] [2443/3596] Completed PAGP in 0.4s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:20.048256] [INFO ] [sig       ] [2444/3596] Forecasting PAGS...
[2025-12-12T20:29:20.048299] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-12T20:29:20.048344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-12T20:29:20.063520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-12T20:29:20.063999] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-12T20:29:20.065067] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-12T20:29:20.065134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:20.065214] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:20.065259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:20.065348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:20.123431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:20.124335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:20.124418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:20.124450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:20.247648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:20.247798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:20.247843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:20.247873] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:20.251212] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-12T20:29:20.251498] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-12T20:29:20.251635] [INFO ] [sig       ] PAGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:20.388050] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PAGS.txt
[2025-12-12T20:29:20.388174] [INFO ] [sig       ] [2444/3596] Completed PAGS in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:20.388212] [INFO ] [sig       ] [2445/3596] Forecasting PAHC...
[2025-12-12T20:29:20.388241] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-12T20:29:20.388271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-12T20:29:20.400019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-12T20:29:20.400377] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-12T20:29:20.401144] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-12T20:29:20.401195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:20.401225] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:20.401250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:20.401304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:20.457853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:20.458647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:20.458725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:20.458760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:20.585745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:20.585897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:20.585937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:20.585981] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:20.589243] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-12T20:29:20.589516] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-12T20:29:20.589654] [INFO ] [sig       ] PAHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:20.734491] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PAHC.txt
[2025-12-12T20:29:20.734666] [INFO ] [sig       ] [2445/3596] Completed PAHC in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:20.734713] [INFO ] [sig       ] [2446/3596] Forecasting PAL...
[2025-12-12T20:29:20.734748] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-12T20:29:20.734783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-12T20:29:20.747143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-12T20:29:20.747555] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-12T20:29:20.748361] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-12T20:29:20.748414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:20.748446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:20.748472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:20.748527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:20.808026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:20.808923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:20.809011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:20.809044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:20.929212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:20.929374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:20.929415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:20.929443] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:20.932987] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-12-12T20:29:20.933311] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-12T20:29:20.933443] [INFO ] [sig       ] PAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:21.083168] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAL.txt
[2025-12-12T20:29:21.083326] [INFO ] [sig       ] [2446/3596] Completed PAL in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:21.083366] [INFO ] [sig       ] [2447/3596] Forecasting PAM...
[2025-12-12T20:29:21.083397] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-12T20:29:21.083428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-12T20:29:21.095131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-12T20:29:21.095448] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-12T20:29:21.096231] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-12T20:29:21.096283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:21.096315] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:21.096341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:21.096396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:21.154034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:21.154791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:21.154873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:21.154906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:21.276801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:21.276977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:21.277035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:21.277127] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:21.284680] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-12-12T20:29:21.285012] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-12T20:29:21.285142] [INFO ] [sig       ] PAM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:21.426134] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAM.txt
[2025-12-12T20:29:21.426293] [INFO ] [sig       ] [2447/3596] Completed PAM in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:21.426333] [INFO ] [sig       ] [2448/3596] Forecasting PANL...
[2025-12-12T20:29:21.426363] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-12T20:29:21.426393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-12T20:29:21.437980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-12T20:29:21.438265] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-12T20:29:21.439093] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-12T20:29:21.439145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:21.439177] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:21.439202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:21.439258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:21.499434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:21.500277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:21.500357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:21.500390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:21.621151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:21.621303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:21.621342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:21.621369] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:21.624836] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-12T20:29:21.625122] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-12T20:29:21.625241] [INFO ] [sig       ] PANL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:21.765485] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PANL.txt
[2025-12-12T20:29:21.765643] [INFO ] [sig       ] [2448/3596] Completed PANL in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:21.765684] [INFO ] [sig       ] [2449/3596] Forecasting PASG...
[2025-12-12T20:29:21.765714] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-12T20:29:21.765750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-12T20:29:21.777994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-12T20:29:21.778388] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-12T20:29:21.779244] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-12T20:29:21.779298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:21.779329] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:21.779354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:21.779424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:21.840293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:21.841225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:21.841307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:21.841340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:21.960260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:21.960414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:21.960454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:21.960482] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:21.963953] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-12-12T20:29:21.964253] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-12T20:29:21.964380] [INFO ] [sig       ] PASG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:22.110806] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PASG.txt
[2025-12-12T20:29:22.110965] [INFO ] [sig       ] [2449/3596] Completed PASG in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:22.111003] [INFO ] [sig       ] [2450/3596] Forecasting PATH...
[2025-12-12T20:29:22.111032] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-12T20:29:22.111063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-12T20:29:22.122920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-12T20:29:22.123256] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-12T20:29:22.124112] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-12T20:29:22.124163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:22.124194] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:22.124220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:22.124275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:22.182245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:22.183153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:22.183235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:22.183267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:22.305609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:22.305765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:22.305804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:22.305831] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:22.309122] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-12-12T20:29:22.309400] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-12T20:29:22.309521] [INFO ] [sig       ] PATH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:22.447045] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PATH.txt
[2025-12-12T20:29:22.447186] [INFO ] [sig       ] [2450/3596] Completed PATH in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:22.447223] [INFO ] [sig       ] [2451/3596] Forecasting PATK...
[2025-12-12T20:29:22.447252] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-12T20:29:22.447282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-12T20:29:22.458621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-12T20:29:22.458927] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-12T20:29:22.459694] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-12T20:29:22.459754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:22.459810] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:22.459921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:22.459978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:22.517356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:22.517994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:22.518068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:22.518098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:22.635474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:22.635654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:22.635695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:22.635724] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:22.639151] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-12T20:29:22.639430] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-12T20:29:22.639551] [INFO ] [sig       ] PATK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:22.782447] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PATK.txt
[2025-12-12T20:29:22.782603] [INFO ] [sig       ] [2451/3596] Completed PATK in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:22.782644] [INFO ] [sig       ] [2452/3596] Forecasting PAX...
[2025-12-12T20:29:22.782673] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-12T20:29:22.782703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-12T20:29:22.798405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-12T20:29:22.798867] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-12T20:29:22.799903] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-12T20:29:22.799972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:22.800011] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:22.800044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:22.800131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:22.864044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:22.864949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:22.865030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:22.865061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:22.983605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:22.983762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:22.983802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:22.983829] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:22.987121] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-12T20:29:22.987396] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-12T20:29:22.987515] [INFO ] [sig       ] PAX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:23.123651] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PAX.txt
[2025-12-12T20:29:23.123788] [INFO ] [sig       ] [2452/3596] Completed PAX in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:23.123826] [INFO ] [sig       ] [2453/3596] Forecasting PAXS...
[2025-12-12T20:29:23.123855] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-12T20:29:23.123884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-12T20:29:23.135426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-12T20:29:23.135779] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-12T20:29:23.136524] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-12T20:29:23.136593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:23.136625] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:23.136651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:23.136706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:23.192618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:23.193407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:23.193485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:23.193516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:23.308402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:23.308556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:23.308612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:23.308641] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:23.311973] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-12T20:29:23.312246] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-12T20:29:23.312362] [INFO ] [sig       ] PAXS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:23.450936] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAXS.txt
[2025-12-12T20:29:23.451089] [INFO ] [sig       ] [2453/3596] Completed PAXS in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:23.451128] [INFO ] [sig       ] [2454/3596] Forecasting PAY...
[2025-12-12T20:29:23.451156] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-12T20:29:23.451186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-12T20:29:23.462681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-12T20:29:23.462964] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-12T20:29:23.463722] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-12T20:29:23.463773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:23.463803] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:23.463830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:23.463886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:23.520529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:23.521244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:23.521346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:23.521380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:23.641117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:23.641275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:23.641316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:23.641346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:23.644769] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-12-12T20:29:23.645049] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-12T20:29:23.645172] [INFO ] [sig       ] PAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:23.797737] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAY.txt
[2025-12-12T20:29:23.797913] [INFO ] [sig       ] [2454/3596] Completed PAY in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:23.797961] [INFO ] [sig       ] [2455/3596] Forecasting PAYC...
[2025-12-12T20:29:23.797994] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-12T20:29:23.798023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-12T20:29:23.810067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-12T20:29:23.810437] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-12T20:29:23.811249] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-12T20:29:23.811301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:23.811332] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:23.811358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:23.811413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:23.868754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:23.869627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:23.869707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:23.869739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:23.987681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:23.987833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:23.987873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:23.987902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:23.991244] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-12T20:29:23.991522] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-12T20:29:23.991660] [INFO ] [sig       ] PAYC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:24.129833] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PAYC.txt
[2025-12-12T20:29:24.129961] [INFO ] [sig       ] [2455/3596] Completed PAYC in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:24.130004] [INFO ] [sig       ] [2456/3596] Forecasting PAYO...
[2025-12-12T20:29:24.130033] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-12T20:29:24.130063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-12T20:29:24.141237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-12T20:29:24.141591] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-12T20:29:24.142371] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-12T20:29:24.142422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:24.142453] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:24.142480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:24.142535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:24.200008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:24.200841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:24.200919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:24.200951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:24.322978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:24.323127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:24.323167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:24.323195] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:24.326497] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=50.41%)
[2025-12-12T20:29:24.326803] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-12T20:29:24.326921] [INFO ] [sig       ] PAYO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:24.468479] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PAYO.txt
[2025-12-12T20:29:24.468636] [INFO ] [sig       ] [2456/3596] Completed PAYO in 0.3s | 2.85 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-12T20:29:24.468676] [INFO ] [sig       ] [2457/3596] Forecasting PAYS...
[2025-12-12T20:29:24.468705] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-12T20:29:24.468736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-12T20:29:24.480044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-12T20:29:24.480351] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-12T20:29:24.481121] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-12T20:29:24.481171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:24.481201] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:24.481227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:24.481282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:24.538710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:24.539345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:24.539422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:24.539455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:24.657690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:24.657841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:24.657889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:24.657926] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:24.661309] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2025-12-12T20:29:24.661605] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-12T20:29:24.661730] [INFO ] [sig       ] PAYS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:24.799998] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PAYS.txt
[2025-12-12T20:29:24.800147] [INFO ] [sig       ] [2457/3596] Completed PAYS in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.7m
[2025-12-12T20:29:24.800187] [INFO ] [sig       ] [2458/3596] Forecasting PAYX...
[2025-12-12T20:29:24.800216] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-12T20:29:24.800246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-12T20:29:24.812033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-12T20:29:24.812336] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-12T20:29:24.813137] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-12T20:29:24.813189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:24.813221] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:24.813248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:24.813305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:24.870828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:24.871454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:24.871528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:24.871558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:24.991096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:24.991259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:24.991299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:24.991328] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:24.994789] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-12T20:29:24.995067] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-12T20:29:24.995188] [INFO ] [sig       ] PAYX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:25.140399] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PAYX.txt
[2025-12-12T20:29:25.140527] [INFO ] [sig       ] [2458/3596] Completed PAYX in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:25.140565] [INFO ] [sig       ] [2459/3596] Forecasting PB...
[2025-12-12T20:29:25.140613] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-12T20:29:25.140644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-12T20:29:25.153330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-12T20:29:25.153693] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-12T20:29:25.154560] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-12T20:29:25.154629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:25.154662] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:25.154688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:25.154744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:25.212082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:25.212921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:25.213014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:25.213045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:25.333250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:25.333405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:25.333445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:25.333474] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:25.337625] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-12T20:29:25.337996] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-12T20:29:25.338145] [INFO ] [sig       ] PB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:25.481630] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PB.txt
[2025-12-12T20:29:25.481770] [INFO ] [sig       ] [2459/3596] Completed PB in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:25.481807] [INFO ] [sig       ] [2460/3596] Forecasting PBA...
[2025-12-12T20:29:25.481836] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-12T20:29:25.481866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-12T20:29:25.494013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-12T20:29:25.494313] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-12T20:29:25.495106] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-12T20:29:25.495159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:25.495192] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:25.495221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:25.495278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:25.553240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:25.553956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:25.554031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:25.554062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:25.676720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:25.676892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:25.676935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:25.676964] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:25.680397] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=78.60%)
[2025-12-12T20:29:25.680718] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-12T20:29:25.680861] [INFO ] [sig       ] PBA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:25.822904] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PBA.txt
[2025-12-12T20:29:25.823047] [INFO ] [sig       ] [2460/3596] Completed PBA in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:25.823086] [INFO ] [sig       ] [2461/3596] Forecasting PBF...
[2025-12-12T20:29:25.823115] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-12T20:29:25.823145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-12T20:29:25.835067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-12T20:29:25.835374] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-12T20:29:25.836154] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-12T20:29:25.836204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:25.836261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:25.836289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:25.836344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:25.895010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:25.895822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:25.895903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:25.895940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:26.015312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:26.015467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:26.015506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:26.015534] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:26.018808] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=45.44%)
[2025-12-12T20:29:26.019081] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-12T20:29:26.019200] [INFO ] [sig       ] PBF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:26.156208] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PBF.txt
[2025-12-12T20:29:26.156333] [INFO ] [sig       ] [2461/3596] Completed PBF in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:26.156371] [INFO ] [sig       ] [2462/3596] Forecasting PBFS...
[2025-12-12T20:29:26.156400] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-12T20:29:26.156429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-12T20:29:26.167904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-12T20:29:26.168208] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-12T20:29:26.169087] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-12T20:29:26.169139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:26.169181] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:26.169208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:26.169263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:26.227459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:26.228115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:26.228193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:26.228226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:26.329456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:26.329619] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:29:26.329659] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:26.329687] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:26.333074] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=36.13%)
[2025-12-12T20:29:26.333344] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-12T20:29:26.333462] [INFO ] [sig       ] PBFS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:26.490162] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PBFS.txt
[2025-12-12T20:29:26.490306] [INFO ] [sig       ] [2462/3596] Completed PBFS in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:26.490345] [INFO ] [sig       ] [2463/3596] Forecasting PBH...
[2025-12-12T20:29:26.490375] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-12T20:29:26.490404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-12T20:29:26.501290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-12T20:29:26.501546] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-12T20:29:26.502348] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-12T20:29:26.502399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:26.502429] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:26.502456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:26.502511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:26.558961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:26.559536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:26.559638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:26.559689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:26.675672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:26.675836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:26.675875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:26.675902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:26.679243] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-12T20:29:26.679525] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-12T20:29:26.679682] [INFO ] [sig       ] PBH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:26.816118] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PBH.txt
[2025-12-12T20:29:26.816263] [INFO ] [sig       ] [2463/3596] Completed PBH in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:26.816301] [INFO ] [sig       ] [2464/3596] Forecasting PBI...
[2025-12-12T20:29:26.816331] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-12T20:29:26.816363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-12T20:29:26.828053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-12T20:29:26.828352] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-12T20:29:26.829144] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-12T20:29:26.829195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:26.829226] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:26.829253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:26.829309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:26.890266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:26.891062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:26.891144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:26.891176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:27.010389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:27.010554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:27.010611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:27.010675] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:27.014036] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-12-12T20:29:27.014320] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-12T20:29:27.014439] [INFO ] [sig       ] PBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:27.158494] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PBI.txt
[2025-12-12T20:29:27.158650] [INFO ] [sig       ] [2464/3596] Completed PBI in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:27.158690] [INFO ] [sig       ] [2465/3596] Forecasting PBM...
[2025-12-12T20:29:27.158718] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-12T20:29:27.158755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-12T20:29:27.170209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-12T20:29:27.170547] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-12T20:29:27.171360] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-12T20:29:27.171411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:27.171441] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:27.171466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:27.171520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:27.229978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:27.230641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:27.230723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:27.230755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:27.352179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:27.352330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:27.352368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:27.352395] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:27.355793] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=22.32%)
[2025-12-12T20:29:27.356075] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-12T20:29:27.356196] [INFO ] [sig       ] PBM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:27.496112] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PBM.txt
[2025-12-12T20:29:27.496246] [INFO ] [sig       ] [2465/3596] Completed PBM in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:27.496290] [INFO ] [sig       ] [2466/3596] Forecasting PBYI...
[2025-12-12T20:29:27.496319] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-12T20:29:27.496348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-12T20:29:27.507332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-12T20:29:27.507631] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-12T20:29:27.508367] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-12T20:29:27.508416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:27.508446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:27.508472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:27.508527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:27.565243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:27.565848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:27.565937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:27.565975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:27.686881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:27.687040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:27.687079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:27.687108] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:27.690431] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2025-12-12T20:29:27.690723] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-12T20:29:27.690842] [INFO ] [sig       ] PBYI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:27.831908] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PBYI.txt
[2025-12-12T20:29:27.832070] [INFO ] [sig       ] [2466/3596] Completed PBYI in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:27.832108] [INFO ] [sig       ] [2467/3596] Forecasting PCB...
[2025-12-12T20:29:27.832137] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-12T20:29:27.832174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-12T20:29:27.844450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-12T20:29:27.844818] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-12T20:29:27.845622] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-12T20:29:27.845672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:27.845702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:27.845728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:27.845783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:27.903206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:27.903868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:27.903954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:27.903988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:28.020498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:28.020669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:28.020710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:28.020739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:28.024080] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-12T20:29:28.024354] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-12T20:29:28.024490] [INFO ] [sig       ] PCB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:28.161668] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PCB.txt
[2025-12-12T20:29:28.161790] [INFO ] [sig       ] [2467/3596] Completed PCB in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:28.161827] [INFO ] [sig       ] [2468/3596] Forecasting PCF...
[2025-12-12T20:29:28.161856] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-12T20:29:28.161891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-12T20:29:28.173674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-12T20:29:28.173972] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-12T20:29:28.174743] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-12T20:29:28.174794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:28.174824] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:28.174851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:28.174917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:28.232977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:28.233623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:28.233698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:28.233729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:28.351204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:28.351335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:28.351374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:28.351401] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:28.354689] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-12-12T20:29:28.354955] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-12T20:29:28.355070] [INFO ] [sig       ] PCF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:28.491522] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PCF.txt
[2025-12-12T20:29:28.491654] [INFO ] [sig       ] [2468/3596] Completed PCF in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:28.491692] [INFO ] [sig       ] [2469/3596] Forecasting PCG...
[2025-12-12T20:29:28.491722] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-12T20:29:28.491751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-12T20:29:28.504559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-12T20:29:28.504847] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-12T20:29:28.505594] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-12T20:29:28.505644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:28.505675] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:28.505700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:28.505755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:28.564795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:28.565516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:28.565616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:28.565657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:28.688382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:28.688540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:28.688597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:28.688645] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:28.692058] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=32.67%)
[2025-12-12T20:29:28.692338] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-12T20:29:28.692457] [INFO ] [sig       ] PCG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:28.831466] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PCG.txt
[2025-12-12T20:29:28.831625] [INFO ] [sig       ] [2469/3596] Completed PCG in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:28.831666] [INFO ] [sig       ] [2470/3596] Forecasting PCH...
[2025-12-12T20:29:28.831695] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-12T20:29:28.831725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-12T20:29:28.843690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-12T20:29:28.843987] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-12T20:29:28.844738] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-12T20:29:28.844790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:28.844821] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:28.844849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:28.844904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:28.902368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:28.902996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:28.903070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:28.903101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:29.022567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:29.022741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:29.022782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:29.022809] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:29.026233] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-12-12T20:29:29.026501] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-12T20:29:29.026635] [INFO ] [sig       ] PCH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:29.165627] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PCH.txt
[2025-12-12T20:29:29.165752] [INFO ] [sig       ] [2470/3596] Completed PCH in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:29.165789] [INFO ] [sig       ] [2471/3596] Forecasting PCM...
[2025-12-12T20:29:29.165817] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-12T20:29:29.165847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-12T20:29:29.177003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-12T20:29:29.177255] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-12T20:29:29.178034] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-12T20:29:29.178096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:29.178132] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:29.178159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:29.178215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:29.237650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:29.238349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:29.238451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:29.238496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:29.356636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:29.356778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:29.356815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:29.356843] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:29.360117] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-12-12T20:29:29.360390] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-12T20:29:29.360508] [INFO ] [sig       ] PCM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:29.496135] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PCM.txt
[2025-12-12T20:29:29.496288] [INFO ] [sig       ] [2471/3596] Completed PCM in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:29.496326] [INFO ] [sig       ] [2472/3596] Forecasting PCN...
[2025-12-12T20:29:29.496357] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-12T20:29:29.496402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-12T20:29:29.508394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-12T20:29:29.508701] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-12T20:29:29.509438] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-12T20:29:29.509488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:29.509519] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:29.509544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:29.509617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:29.566041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:29.566640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:29.566712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:29.566744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:29.688058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:29.688219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:29.688259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:29.688287] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:29.691618] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-12T20:29:29.691893] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-12T20:29:29.692033] [INFO ] [sig       ] PCN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:29.829959] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PCN.txt
[2025-12-12T20:29:29.830100] [INFO ] [sig       ] [2472/3596] Completed PCN in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:29.830137] [INFO ] [sig       ] [2473/3596] Forecasting PCQ...
[2025-12-12T20:29:29.830165] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-12T20:29:29.830196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-12T20:29:29.843864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-12T20:29:29.844352] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-12T20:29:29.845207] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-12T20:29:29.845267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:29.845324] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:29.845373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:29.845433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:29.904078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:29.905007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:29.905090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:29.905122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:30.020861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:30.021024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:30.021066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:30.021093] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:30.024360] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-12T20:29:30.024651] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-12T20:29:30.024770] [INFO ] [sig       ] PCQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:30.165695] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PCQ.txt
[2025-12-12T20:29:30.165857] [INFO ] [sig       ] [2473/3596] Completed PCQ in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:30.165896] [INFO ] [sig       ] [2474/3596] Forecasting PCRX...
[2025-12-12T20:29:30.165926] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-12T20:29:30.165955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-12T20:29:30.177594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-12T20:29:30.177898] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-12T20:29:30.178672] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-12T20:29:30.178724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:30.178755] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:30.178781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:30.178837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:30.239174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:30.240016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:30.240100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:30.240133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:30.361151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:30.361307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:30.361347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:30.361374] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:30.364667] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-12T20:29:30.364935] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-12T20:29:30.365051] [INFO ] [sig       ] PCRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:30.503819] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PCRX.txt
[2025-12-12T20:29:30.503966] [INFO ] [sig       ] [2474/3596] Completed PCRX in 0.3s | 2.85 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-12T20:29:30.504003] [INFO ] [sig       ] [2475/3596] Forecasting PCTY...
[2025-12-12T20:29:30.504031] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-12T20:29:30.504062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-12T20:29:30.515160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-12T20:29:30.515450] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-12T20:29:30.516271] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-12T20:29:30.516321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:30.516352] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:30.516378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:30.516432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:30.573717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:30.574317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:30.574391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:30.574423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:30.700491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:30.700665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:30.700706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:30.700733] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:30.704067] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2025-12-12T20:29:30.704343] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-12T20:29:30.704460] [INFO ] [sig       ] PCTY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:30.842891] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PCTY.txt
[2025-12-12T20:29:30.843031] [INFO ] [sig       ] [2475/3596] Completed PCTY in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:30.843070] [INFO ] [sig       ] [2476/3596] Forecasting PCVX...
[2025-12-12T20:29:30.843100] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-12T20:29:30.843131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-12T20:29:30.854336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-12T20:29:30.854678] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-12T20:29:30.855465] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-12T20:29:30.855518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:30.855550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:30.855600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:30.855663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:30.912239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:30.912851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:30.912930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:30.912961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:31.033900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:31.034062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:31.034100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:31.034128] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:31.037452] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-12T20:29:31.037768] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-12T20:29:31.037896] [INFO ] [sig       ] PCVX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:31.177568] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PCVX.txt
[2025-12-12T20:29:31.177721] [INFO ] [sig       ] [2476/3596] Completed PCVX in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:31.177765] [INFO ] [sig       ] [2477/3596] Forecasting PCYO...
[2025-12-12T20:29:31.177795] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-12T20:29:31.177833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-12T20:29:31.189153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-12T20:29:31.189443] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-12T20:29:31.190324] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-12T20:29:31.190376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:31.190408] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:31.190433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:31.190488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:31.247221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:31.247911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:31.247985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:31.248017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:31.366276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:31.366423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:31.366461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:31.366490] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:31.369762] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-12T20:29:31.370056] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-12T20:29:31.370173] [INFO ] [sig       ] PCYO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:31.507908] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PCYO.txt
[2025-12-12T20:29:31.508050] [INFO ] [sig       ] [2477/3596] Completed PCYO in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:31.508096] [INFO ] [sig       ] [2478/3596] Forecasting PD...
[2025-12-12T20:29:31.508131] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-12T20:29:31.508161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-12T20:29:31.519381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-12T20:29:31.519676] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-12T20:29:31.520465] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-12T20:29:31.520516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:31.520587] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:31.520618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:31.520673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:31.577023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:31.577650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:31.577723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:31.577754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:31.694633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:31.694787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:31.694824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:31.694851] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:31.698243] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-12T20:29:31.698519] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-12T20:29:31.698654] [INFO ] [sig       ] PD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:31.841533] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PD.txt
[2025-12-12T20:29:31.841709] [INFO ] [sig       ] [2478/3596] Completed PD in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:31.841749] [INFO ] [sig       ] [2479/3596] Forecasting PDBC...
[2025-12-12T20:29:31.841777] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-12T20:29:31.841807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-12T20:29:31.853277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-12T20:29:31.853602] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-12T20:29:31.854397] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-12T20:29:31.854447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:31.854477] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:31.854502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:31.854557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:31.911042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:31.911754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:31.911830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:31.911862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:32.025612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:32.025769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:32.025808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:32.025835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:32.029116] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-12-12T20:29:32.029386] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-12T20:29:32.029505] [INFO ] [sig       ] PDBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:32.166118] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PDBC.txt
[2025-12-12T20:29:32.166245] [INFO ] [sig       ] [2479/3596] Completed PDBC in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:32.166282] [INFO ] [sig       ] [2480/3596] Forecasting PDD...
[2025-12-12T20:29:32.166311] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-12T20:29:32.166341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-12T20:29:32.177273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-12T20:29:32.177585] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-12T20:29:32.178324] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-12T20:29:32.178373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:32.178404] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:32.178430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:32.178486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:32.234824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:32.235486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:32.235562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:32.235614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:32.353800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:32.353959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:32.354000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:32.354029] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:32.357386] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-12T20:29:32.357678] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-12T20:29:32.357799] [INFO ] [sig       ] PDD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:32.496185] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDD.txt
[2025-12-12T20:29:32.496313] [INFO ] [sig       ] [2480/3596] Completed PDD in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:32.496350] [INFO ] [sig       ] [2481/3596] Forecasting PDEX...
[2025-12-12T20:29:32.496379] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-12T20:29:32.496409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-12T20:29:32.507651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-12T20:29:32.507912] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-12T20:29:32.508700] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-12T20:29:32.508752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:32.508783] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:32.508809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:32.508863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:32.568289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:32.569052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:32.569136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:32.569168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:32.692478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:32.692660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:32.692706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:32.692766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:32.696183] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-12T20:29:32.696470] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-12T20:29:32.696609] [INFO ] [sig       ] PDEX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:32.849863] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDEX.txt
[2025-12-12T20:29:32.850076] [INFO ] [sig       ] [2481/3596] Completed PDEX in 0.4s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:32.850133] [INFO ] [sig       ] [2482/3596] Forecasting PDFS...
[2025-12-12T20:29:32.850185] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-12T20:29:32.850232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-12T20:29:32.862621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-12T20:29:32.862968] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-12T20:29:32.863782] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-12T20:29:32.863835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:32.863868] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:32.863895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:32.863952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:32.922690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:32.923529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:32.923626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:32.923661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:33.046521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:33.046715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:33.046754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:33.046783] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:33.050177] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=51.00%)
[2025-12-12T20:29:33.050450] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-12T20:29:33.050568] [INFO ] [sig       ] PDFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:33.187187] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDFS.txt
[2025-12-12T20:29:33.187332] [INFO ] [sig       ] [2482/3596] Completed PDFS in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:33.187370] [INFO ] [sig       ] [2483/3596] Forecasting PDI...
[2025-12-12T20:29:33.187401] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-12T20:29:33.187431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-12T20:29:33.199467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-12T20:29:33.199857] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-12T20:29:33.200678] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-12T20:29:33.200731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:33.200776] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:33.200804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:33.200861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:33.260280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:33.261129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:33.261208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:33.261241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:33.383458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:33.383649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:33.383698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:33.383730] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:33.387251] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=66.44%)
[2025-12-12T20:29:33.387524] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-12T20:29:33.387676] [INFO ] [sig       ] PDI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:33.525550] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDI.txt
[2025-12-12T20:29:33.525704] [INFO ] [sig       ] [2483/3596] Completed PDI in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:33.525741] [INFO ] [sig       ] [2484/3596] Forecasting PDLB...
[2025-12-12T20:29:33.525769] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-12T20:29:33.525798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-12T20:29:33.538158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-12T20:29:33.538433] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-12T20:29:33.539207] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-12T20:29:33.539259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:33.539290] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:33.539316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:33.539372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:33.597510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:33.598179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:33.598264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:33.598296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:33.721144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:33.721304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:33.721345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:33.721375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:33.724812] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-12-12T20:29:33.725088] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-12T20:29:33.725210] [INFO ] [sig       ] PDLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:33.865195] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDLB.txt
[2025-12-12T20:29:33.865348] [INFO ] [sig       ] [2484/3596] Completed PDLB in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:33.865385] [INFO ] [sig       ] [2485/3596] Forecasting PDM...
[2025-12-12T20:29:33.865415] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-12T20:29:33.865446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-12T20:29:33.876816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-12T20:29:33.877119] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-12T20:29:33.878118] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-12T20:29:33.878169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:33.878201] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:33.878228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:33.878284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:33.942043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:33.943300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:33.943394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:33.943437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:34.075663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:34.075839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:34.075887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:34.075916] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:34.079688] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=68.15%)
[2025-12-12T20:29:34.080069] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-12T20:29:34.080211] [INFO ] [sig       ] PDM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:34.253087] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDM.txt
[2025-12-12T20:29:34.253336] [INFO ] [sig       ] [2485/3596] Completed PDM in 0.4s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:34.253401] [INFO ] [sig       ] [2486/3596] Forecasting PDO...
[2025-12-12T20:29:34.253449] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-12T20:29:34.253503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-12T20:29:34.270353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-12T20:29:34.270917] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-12T20:29:34.272162] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-12T20:29:34.272243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:34.272308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:34.272356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:34.272443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:34.350120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:34.351049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:34.351144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:34.351176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:34.501914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:34.502117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:34.502195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:34.502250] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:34.507181] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-12T20:29:34.507661] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-12T20:29:34.507864] [INFO ] [sig       ] PDO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:34.701293] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDO.txt
[2025-12-12T20:29:34.701597] [INFO ] [sig       ] [2486/3596] Completed PDO in 0.4s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:34.701678] [INFO ] [sig       ] [2487/3596] Forecasting PDP...
[2025-12-12T20:29:34.701732] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-12T20:29:34.701786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-12T20:29:34.722041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-12T20:29:34.722794] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-12T20:29:34.724299] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-12T20:29:34.724372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:34.724424] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:34.724469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:34.724564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:34.808516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:34.809819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:34.809941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:34.809984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:34.966138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:34.966335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:34.966400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:34.966451] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:34.972104] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-12T20:29:34.972673] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-12T20:29:34.972884] [INFO ] [sig       ] PDP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:35.178811] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDP.txt
[2025-12-12T20:29:35.178998] [INFO ] [sig       ] [2487/3596] Completed PDP in 0.5s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:35.179040] [INFO ] [sig       ] [2488/3596] Forecasting PDS...
[2025-12-12T20:29:35.179070] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-12T20:29:35.179102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-12T20:29:35.193701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-12T20:29:35.194130] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-12T20:29:35.195072] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-12T20:29:35.195130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:35.195163] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:35.195189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:35.195246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:35.255417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:35.256343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:35.256426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:35.256495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:35.381980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:35.382151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:35.382193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:35.382222] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:35.385868] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-12-12T20:29:35.386260] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-12T20:29:35.386421] [INFO ] [sig       ] PDS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:35.592699] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDS.txt
[2025-12-12T20:29:35.592856] [INFO ] [sig       ] [2488/3596] Completed PDS in 0.4s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:35.592894] [INFO ] [sig       ] [2489/3596] Forecasting PDX...
[2025-12-12T20:29:35.592925] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-12T20:29:35.592956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-12T20:29:35.605060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-12T20:29:35.605429] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-12T20:29:35.606222] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-12T20:29:35.606274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:35.606305] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:35.606332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:35.606388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:35.666859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:35.667937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:35.668023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:35.668056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:35.791055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:35.791222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:35.791262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:35.791291] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:35.795248] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-12T20:29:35.795567] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-12T20:29:35.795727] [INFO ] [sig       ] PDX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:35.941558] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PDX.txt
[2025-12-12T20:29:35.941738] [INFO ] [sig       ] [2489/3596] Completed PDX in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:35.941784] [INFO ] [sig       ] [2490/3596] Forecasting PDYN...
[2025-12-12T20:29:35.941813] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-12T20:29:35.941845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-12T20:29:35.953966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-12T20:29:35.954301] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-12T20:29:35.955084] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-12T20:29:35.955136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:35.955167] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:35.955192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:35.955247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:36.013811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:36.014708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:36.014790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:36.014824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:36.134125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:36.134305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:36.134346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:36.134375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:36.137863] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-12T20:29:36.138173] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-12T20:29:36.138303] [INFO ] [sig       ] PDYN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:36.281310] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PDYN.txt
[2025-12-12T20:29:36.281459] [INFO ] [sig       ] [2490/3596] Completed PDYN in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:36.281498] [INFO ] [sig       ] [2491/3596] Forecasting PEB...
[2025-12-12T20:29:36.281528] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-12T20:29:36.281558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-12T20:29:36.293886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-12T20:29:36.294201] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-12T20:29:36.295000] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-12T20:29:36.295051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:36.295082] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:36.295110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:36.295165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:36.356906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:36.357751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:36.357839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:36.357881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:36.483841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:36.483991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:36.484031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:36.484059] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:36.487393] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-12T20:29:36.487688] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-12T20:29:36.487831] [INFO ] [sig       ] PEB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:36.626556] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PEB.txt
[2025-12-12T20:29:36.626743] [INFO ] [sig       ] [2491/3596] Completed PEB in 0.3s | 2.85 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-12T20:29:36.626783] [INFO ] [sig       ] [2492/3596] Forecasting PEBK...
[2025-12-12T20:29:36.626813] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-12T20:29:36.626844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-12T20:29:36.636426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-12T20:29:36.636740] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-12T20:29:36.637512] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-12T20:29:36.637563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:36.637616] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:36.637643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:36.637703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:36.697570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:36.698417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:36.698501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:36.698535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:36.801557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:36.801783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:36.801850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:36.801893] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:36.805891] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-12T20:29:36.806221] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-12T20:29:36.806359] [INFO ] [sig       ] PEBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:36.952426] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PEBK.txt
[2025-12-12T20:29:36.952611] [INFO ] [sig       ] [2492/3596] Completed PEBK in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:36.952655] [INFO ] [sig       ] [2493/3596] Forecasting PEBO...
[2025-12-12T20:29:36.952691] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-12T20:29:36.952724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-12T20:29:36.964798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-12T20:29:36.965161] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-12T20:29:36.966094] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-12T20:29:36.966166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:36.966206] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:36.966237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:36.966295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:37.028584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:37.029493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:37.029600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:37.029637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:37.153939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:37.154097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:37.154139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:37.154185] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:37.157658] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=22.30%)
[2025-12-12T20:29:37.157948] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-12T20:29:37.158117] [INFO ] [sig       ] PEBO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:37.307112] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PEBO.txt
[2025-12-12T20:29:37.307313] [INFO ] [sig       ] [2493/3596] Completed PEBO in 0.4s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:37.307373] [INFO ] [sig       ] [2494/3596] Forecasting PECO...
[2025-12-12T20:29:37.307412] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-12T20:29:37.307444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-12T20:29:37.320366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-12T20:29:37.320749] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-12T20:29:37.321556] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-12T20:29:37.321637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:37.321670] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:37.321697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:37.321753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:37.382350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:37.383186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:37.383281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:37.383328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:37.512272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:37.512463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:37.512513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:37.512544] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:37.516153] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-12T20:29:37.516427] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-12T20:29:37.516555] [INFO ] [sig       ] PECO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:37.658886] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PECO.txt
[2025-12-12T20:29:37.659029] [INFO ] [sig       ] [2494/3596] Completed PECO in 0.4s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:37.659069] [INFO ] [sig       ] [2495/3596] Forecasting PEG...
[2025-12-12T20:29:37.659107] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-12T20:29:37.659159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-12T20:29:37.671669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-12T20:29:37.672049] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-12T20:29:37.672911] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-12T20:29:37.672964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:37.673022] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:37.673050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:37.673112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:37.733782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:37.734653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:37.734750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:37.734784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:37.860378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:37.860532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:37.860589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:37.860621] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:37.864109] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-12-12T20:29:37.864421] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-12T20:29:37.864544] [INFO ] [sig       ] PEG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:38.005538] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PEG.txt
[2025-12-12T20:29:38.005704] [INFO ] [sig       ] [2495/3596] Completed PEG in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:38.005743] [INFO ] [sig       ] [2496/3596] Forecasting PEGA...
[2025-12-12T20:29:38.005773] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-12T20:29:38.005804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-12T20:29:38.017668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-12T20:29:38.017988] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-12T20:29:38.018756] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-12T20:29:38.018807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:38.018838] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:38.018863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:38.018918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:38.076863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:38.077752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:38.077836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:38.077868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:38.202141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:38.202305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:38.202359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:38.202391] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:38.205794] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-12T20:29:38.206072] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-12T20:29:38.206197] [INFO ] [sig       ] PEGA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:38.348453] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PEGA.txt
[2025-12-12T20:29:38.348604] [INFO ] [sig       ] [2496/3596] Completed PEGA in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:38.348643] [INFO ] [sig       ] [2497/3596] Forecasting PEN...
[2025-12-12T20:29:38.348672] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-12T20:29:38.348701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-12T20:29:38.360607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-12T20:29:38.360892] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-12T20:29:38.361690] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-12T20:29:38.361741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:38.361774] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:38.361813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:38.361870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:38.420983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:38.421614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:38.421689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:38.421720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:38.540749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:38.540907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:38.540946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:38.540974] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:38.544495] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-12T20:29:38.544853] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-12T20:29:38.544986] [INFO ] [sig       ] PEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:38.686850] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PEN.txt
[2025-12-12T20:29:38.686994] [INFO ] [sig       ] [2497/3596] Completed PEN in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:38.687032] [INFO ] [sig       ] [2498/3596] Forecasting PENN...
[2025-12-12T20:29:38.687062] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-12T20:29:38.687092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-12T20:29:38.698659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-12T20:29:38.699021] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-12T20:29:38.699899] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-12T20:29:38.699950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:38.699981] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:38.700006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:38.700060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:38.759207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:38.760086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:38.760177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:38.760218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:38.893081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:38.893239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:38.893280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:38.893346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:38.896796] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-12T20:29:38.897078] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-12T20:29:38.897200] [INFO ] [sig       ] PENN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:39.034758] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PENN.txt
[2025-12-12T20:29:39.034886] [INFO ] [sig       ] [2498/3596] Completed PENN in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:39.034924] [INFO ] [sig       ] [2499/3596] Forecasting PEO...
[2025-12-12T20:29:39.034953] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-12T20:29:39.034983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-12T20:29:39.246026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-12T20:29:39.246312] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-12T20:29:39.247084] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-12T20:29:39.247135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:39.247167] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:39.247193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:39.247248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:39.303771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:39.304369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:39.304446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:39.304478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:39.419386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:39.419515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:39.419553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:39.419600] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:39.422921] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-12T20:29:39.423198] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-12T20:29:39.423319] [INFO ] [sig       ] PEO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:39.563689] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PEO.txt
[2025-12-12T20:29:39.563845] [INFO ] [sig       ] [2499/3596] Completed PEO in 0.5s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:39.563883] [INFO ] [sig       ] [2500/3596] Forecasting PEP...
[2025-12-12T20:29:39.563911] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-12T20:29:39.563942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-12T20:29:39.576090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-12T20:29:39.576385] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-12T20:29:39.577337] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-12T20:29:39.577388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:39.577420] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:39.577447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:39.577504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:39.636348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:39.637164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:39.637243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:39.637276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:39.759300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:39.759678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:39.759722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:39.759753] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:39.763262] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-12T20:29:39.763728] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-12T20:29:39.763850] [INFO ] [sig       ] PEP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:39.915611] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PEP.txt
[2025-12-12T20:29:39.915768] [INFO ] [sig       ] [2500/3596] Completed PEP in 0.4s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:39.915806] [INFO ] [sig       ] [2501/3596] Forecasting PEPG...
[2025-12-12T20:29:39.915834] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-12T20:29:39.915871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-12T20:29:39.926707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-12T20:29:39.926971] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-12T20:29:39.927732] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-12T20:29:39.927783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:39.927814] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:39.927839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:39.927894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:39.986457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:39.987228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:39.987308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:39.987341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:40.101771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:40.101931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:40.101969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:40.101997] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:40.105438] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-12T20:29:40.105763] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-12T20:29:40.105891] [INFO ] [sig       ] PEPG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:40.244344] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PEPG.txt
[2025-12-12T20:29:40.244473] [INFO ] [sig       ] [2501/3596] Completed PEPG in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:40.244511] [INFO ] [sig       ] [2502/3596] Forecasting PERF...
[2025-12-12T20:29:40.244539] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-12T20:29:40.244584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-12T20:29:40.255505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-12T20:29:40.255828] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-12T20:29:40.256658] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-12T20:29:40.256711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:40.256743] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:40.256770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:40.256826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:40.313800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:40.314414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:40.314490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:40.314522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:40.425336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:40.425475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:40.425512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:40.425539] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:40.428782] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-12T20:29:40.429049] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-12T20:29:40.429167] [INFO ] [sig       ] PERF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:40.568412] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PERF.txt
[2025-12-12T20:29:40.568541] [INFO ] [sig       ] [2502/3596] Completed PERF in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:40.568597] [INFO ] [sig       ] [2503/3596] Forecasting PERI...
[2025-12-12T20:29:40.568628] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-12T20:29:40.568658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-12T20:29:40.579910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-12T20:29:40.580197] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-12T20:29:40.580987] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-12T20:29:40.581040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:40.581073] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:40.581107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:40.581167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:40.649213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:40.650069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:40.650151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:40.650185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:40.772309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:40.772466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:40.772506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:40.772535] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:40.775910] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-12T20:29:40.776192] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-12T20:29:40.776336] [INFO ] [sig       ] PERI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:40.914665] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PERI.txt
[2025-12-12T20:29:40.914818] [INFO ] [sig       ] [2503/3596] Completed PERI in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:40.914859] [INFO ] [sig       ] [2504/3596] Forecasting PESI...
[2025-12-12T20:29:40.914888] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-12T20:29:40.914932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-12T20:29:40.926154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-12T20:29:40.926523] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-12T20:29:40.927314] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-12T20:29:40.927367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:40.927399] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:40.927425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:40.927480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:40.985800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:40.986670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:40.986761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:40.986804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:41.113785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:41.113951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:41.113992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:41.114038] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:41.117402] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-12-12T20:29:41.117693] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-12T20:29:41.117811] [INFO ] [sig       ] PESI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:41.269242] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PESI.txt
[2025-12-12T20:29:41.269547] [INFO ] [sig       ] [2504/3596] Completed PESI in 0.4s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:41.269601] [INFO ] [sig       ] [2505/3596] Forecasting PETS...
[2025-12-12T20:29:41.269631] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-12T20:29:41.269662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-12T20:29:41.281633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-12T20:29:41.281910] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-12T20:29:41.282876] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-12T20:29:41.282927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:41.282956] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:41.282982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:41.283037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:41.341087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:41.341888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:41.342001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:41.342033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:41.465914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:41.466063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:41.466102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:41.466131] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:41.469547] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-12T20:29:41.469913] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-12T20:29:41.470052] [INFO ] [sig       ] PETS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:41.614257] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PETS.txt
[2025-12-12T20:29:41.614416] [INFO ] [sig       ] [2505/3596] Completed PETS in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:41.614453] [INFO ] [sig       ] [2506/3596] Forecasting PEY...
[2025-12-12T20:29:41.614482] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-12T20:29:41.614512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-12T20:29:41.626628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-12T20:29:41.626943] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-12T20:29:41.627737] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-12T20:29:41.627788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:41.627820] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:41.627846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:41.627902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:41.698591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:41.699623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:41.699702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:41.699733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:41.817936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:41.818073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:41.818113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:41.818141] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:41.821561] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-12T20:29:41.821853] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-12T20:29:41.821975] [INFO ] [sig       ] PEY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:41.962555] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PEY.txt
[2025-12-12T20:29:41.962727] [INFO ] [sig       ] [2506/3596] Completed PEY in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:41.962764] [INFO ] [sig       ] [2507/3596] Forecasting PFBC...
[2025-12-12T20:29:41.962792] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-12T20:29:41.962822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-12T20:29:41.973773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-12T20:29:41.974109] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-12T20:29:41.974919] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-12T20:29:41.974970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:41.975002] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:41.975027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:41.975082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:42.043044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:42.044031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:42.044128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:42.044168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:42.160506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:42.160668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:42.160707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:42.160734] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:42.164004] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-12T20:29:42.164275] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-12T20:29:42.164393] [INFO ] [sig       ] PFBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:42.305980] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PFBC.txt
[2025-12-12T20:29:42.306108] [INFO ] [sig       ] [2507/3596] Completed PFBC in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:42.306146] [INFO ] [sig       ] [2508/3596] Forecasting PFD...
[2025-12-12T20:29:42.306175] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-12T20:29:42.306204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-12T20:29:42.317110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-12T20:29:42.317400] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-12T20:29:42.318160] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-12T20:29:42.318210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:42.318241] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:42.318267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:42.318331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:42.374902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:42.375503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:42.375599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:42.375634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:42.483184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:42.483340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:42.483380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:42.483410] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:42.486815] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-12T20:29:42.487145] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-12T20:29:42.487279] [INFO ] [sig       ] PFD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:42.633036] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PFD.txt
[2025-12-12T20:29:42.633205] [INFO ] [sig       ] [2508/3596] Completed PFD in 0.3s | 2.85 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-12T20:29:42.633244] [INFO ] [sig       ] [2509/3596] Forecasting PFF...
[2025-12-12T20:29:42.633275] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-12T20:29:42.633306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-12T20:29:42.645022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-12T20:29:42.645361] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-12T20:29:42.646164] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-12T20:29:42.646217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:42.646248] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:42.646276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:42.646332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:42.704231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:42.705008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:42.705086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:42.705118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:42.829066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:42.829219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:42.829265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:42.829300] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:42.832826] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-12T20:29:42.833101] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-12T20:29:42.833219] [INFO ] [sig       ] PFF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:42.974457] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PFF.txt
[2025-12-12T20:29:42.974625] [INFO ] [sig       ] [2509/3596] Completed PFF in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:42.974665] [INFO ] [sig       ] [2510/3596] Forecasting PFG...
[2025-12-12T20:29:42.974696] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-12T20:29:42.974729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-12T20:29:42.985829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-12T20:29:42.986104] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-12T20:29:42.986865] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-12T20:29:42.986927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:42.986959] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:42.986985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:42.987040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:43.044973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:43.045762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:43.045842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:43.045875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:43.165684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:43.165835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:43.165875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:43.165903] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:43.169252] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-12T20:29:43.169535] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-12T20:29:43.169679] [INFO ] [sig       ] PFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:43.309822] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PFG.txt
[2025-12-12T20:29:43.309963] [INFO ] [sig       ] [2510/3596] Completed PFG in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:43.310001] [INFO ] [sig       ] [2511/3596] Forecasting PFGC...
[2025-12-12T20:29:43.310029] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-12T20:29:43.310060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-12T20:29:43.321663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-12T20:29:43.321952] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-12T20:29:43.322779] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-12T20:29:43.322830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:43.322863] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:43.322890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:43.322946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:43.383487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:43.384173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:43.384250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:43.384284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:43.508319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:43.508472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:43.508513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:43.508542] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:43.511951] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-12T20:29:43.512233] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-12T20:29:43.512364] [INFO ] [sig       ] PFGC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:43.654767] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PFGC.txt
[2025-12-12T20:29:43.654917] [INFO ] [sig       ] [2511/3596] Completed PFGC in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:43.654956] [INFO ] [sig       ] [2512/3596] Forecasting PFH...
[2025-12-12T20:29:43.654984] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-12T20:29:43.655015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-12T20:29:43.666315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-12T20:29:43.666622] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-12T20:29:43.667381] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-12T20:29:43.667431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:43.667487] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:43.667515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:43.667590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:43.730193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:43.731034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:43.731112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:43.731146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:43.850864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:43.851012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:43.851050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:43.851078] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:43.854377] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-12-12T20:29:43.854680] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-12T20:29:43.854801] [INFO ] [sig       ] PFH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:44.014285] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PFH.txt
[2025-12-12T20:29:44.014462] [INFO ] [sig       ] [2512/3596] Completed PFH in 0.4s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:44.014501] [INFO ] [sig       ] [2513/3596] Forecasting PFIS...
[2025-12-12T20:29:44.014530] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-12T20:29:44.014560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-12T20:29:44.025520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-12T20:29:44.025811] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-12T20:29:44.026650] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-12T20:29:44.026703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:44.026736] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:44.026763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:44.026818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:44.086565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:44.087303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:44.087396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:44.087437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:44.201425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:44.201591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:44.201634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:44.201662] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:44.205030] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-12-12T20:29:44.205316] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-12T20:29:44.205438] [INFO ] [sig       ] PFIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:44.348430] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PFIS.txt
[2025-12-12T20:29:44.348566] [INFO ] [sig       ] [2513/3596] Completed PFIS in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:44.348622] [INFO ] [sig       ] [2514/3596] Forecasting PFL...
[2025-12-12T20:29:44.348662] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-12T20:29:44.348702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-12T20:29:44.360010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-12T20:29:44.360316] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-12T20:29:44.361101] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-12T20:29:44.361152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:44.361186] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:44.361212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:44.361268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:44.421359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:44.422263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:44.422343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:44.422379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:44.540210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:44.540330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:44.540374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:44.540406] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:44.543519] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-12T20:29:44.543816] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-12T20:29:44.543934] [INFO ] [sig       ] PFL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:44.683499] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PFL.txt
[2025-12-12T20:29:44.683647] [INFO ] [sig       ] [2514/3596] Completed PFL in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:44.683687] [INFO ] [sig       ] [2515/3596] Forecasting PFM...
[2025-12-12T20:29:44.683715] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-12T20:29:44.683746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-12T20:29:44.694642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-12T20:29:44.694903] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-12T20:29:44.695707] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-12T20:29:44.695757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:44.695787] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:44.695813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:44.695868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:44.752313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:44.752907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:44.752979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:44.753009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:44.873685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:44.873811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:44.873846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:44.873903] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:44.877144] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-12T20:29:44.877433] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-12T20:29:44.877550] [INFO ] [sig       ] PFM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:45.016983] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PFM.txt
[2025-12-12T20:29:45.017109] [INFO ] [sig       ] [2515/3596] Completed PFM in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:45.017147] [INFO ] [sig       ] [2516/3596] Forecasting PFN...
[2025-12-12T20:29:45.017176] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-12T20:29:45.017207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-12T20:29:45.028182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-12T20:29:45.028440] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-12T20:29:45.029206] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-12T20:29:45.029258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:45.029289] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:45.029316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:45.029370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:45.089905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:45.090498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:45.090588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:45.090621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:45.208669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:45.208787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:45.208823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:45.208850] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:45.212057] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-12-12T20:29:45.212339] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-12T20:29:45.212476] [INFO ] [sig       ] PFN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:45.351422] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PFN.txt
[2025-12-12T20:29:45.351545] [INFO ] [sig       ] [2516/3596] Completed PFN in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:45.351600] [INFO ] [sig       ] [2517/3596] Forecasting PFO...
[2025-12-12T20:29:45.351630] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-12T20:29:45.351660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-12T20:29:45.362832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-12T20:29:45.363138] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-12T20:29:45.363906] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-12T20:29:45.363956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:45.363986] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:45.364012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:45.364067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:45.421361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:45.422151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:45.422223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:45.422254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:45.535074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:45.535190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:45.535243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:45.535273] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:45.538426] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-12T20:29:45.538720] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-12T20:29:45.538838] [INFO ] [sig       ] PFO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:45.677643] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PFO.txt
[2025-12-12T20:29:45.677762] [INFO ] [sig       ] [2517/3596] Completed PFO in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:45.677800] [INFO ] [sig       ] [2518/3596] Forecasting PFS...
[2025-12-12T20:29:45.677828] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-12T20:29:45.677858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-12T20:29:45.689374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-12T20:29:45.689663] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-12T20:29:45.690431] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-12T20:29:45.690481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:45.690511] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:45.690536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:45.690614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:45.748133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:45.748772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:45.748844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:45.748875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:45.867152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:45.867271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:45.867306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:45.867334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:45.870506] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-12-12T20:29:45.870788] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-12T20:29:45.870906] [INFO ] [sig       ] PFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:46.009383] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PFS.txt
[2025-12-12T20:29:46.009509] [INFO ] [sig       ] [2518/3596] Completed PFS in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:46.009548] [INFO ] [sig       ] [2519/3596] Forecasting PFSI...
[2025-12-12T20:29:46.009594] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-12T20:29:46.009627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-12T20:29:46.020628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-12T20:29:46.020894] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-12T20:29:46.021659] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-12T20:29:46.021709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:46.021741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:46.021767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:46.021822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:46.078184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:46.078789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:46.078862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:46.078894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:46.195675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:46.195799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:46.195836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:46.195864] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:46.199030] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=52.63%)
[2025-12-12T20:29:46.199298] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-12T20:29:46.199419] [INFO ] [sig       ] PFSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:46.335500] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PFSI.txt
[2025-12-12T20:29:46.335646] [INFO ] [sig       ] [2519/3596] Completed PFSI in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:46.335688] [INFO ] [sig       ] [2520/3596] Forecasting PGC...
[2025-12-12T20:29:46.335716] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-12T20:29:46.335745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-12T20:29:46.347676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-12T20:29:46.348048] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-12T20:29:46.348878] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-12T20:29:46.348930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:46.348962] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:46.348988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:46.349047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:46.407061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:46.407975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:46.408073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:46.408114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:46.535358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:46.535523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:46.535585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:46.535618] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:46.539191] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=47.31%)
[2025-12-12T20:29:46.539496] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-12T20:29:46.539646] [INFO ] [sig       ] PGC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:46.681174] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PGC.txt
[2025-12-12T20:29:46.681331] [INFO ] [sig       ] [2520/3596] Completed PGC in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:46.681370] [INFO ] [sig       ] [2521/3596] Forecasting PGEN...
[2025-12-12T20:29:46.681400] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-12T20:29:46.681430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-12T20:29:46.693401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-12T20:29:46.693738] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-12T20:29:46.694532] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-12T20:29:46.694609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:46.694655] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:46.694682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:46.694737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:46.750279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:46.750930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:46.751003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:46.751034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:46.865251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:46.865375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:46.865418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:46.865450] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:46.868623] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=34.27%)
[2025-12-12T20:29:46.869066] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-12T20:29:46.869181] [INFO ] [sig       ] PGEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:47.007440] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PGEN.txt
[2025-12-12T20:29:47.007615] [INFO ] [sig       ] [2521/3596] Completed PGEN in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:47.007656] [INFO ] [sig       ] [2522/3596] Forecasting PGJ...
[2025-12-12T20:29:47.007686] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-12T20:29:47.007716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-12T20:29:47.019428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-12T20:29:47.019833] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-12T20:29:47.020641] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-12T20:29:47.020691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:47.020721] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:47.020748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:47.020803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:47.077854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:47.078741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:47.078850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:47.078883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:47.198359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:47.198525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:47.198565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:47.198615] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:47.201975] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-12T20:29:47.202241] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-12T20:29:47.202359] [INFO ] [sig       ] PGJ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:47.339656] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PGJ.txt
[2025-12-12T20:29:47.339775] [INFO ] [sig       ] [2522/3596] Completed PGJ in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:47.339823] [INFO ] [sig       ] [2523/3596] Forecasting PGNY...
[2025-12-12T20:29:47.339853] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-12T20:29:47.339885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-12T20:29:47.351596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-12T20:29:47.351867] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-12T20:29:47.352615] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-12T20:29:47.352665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:47.352696] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:47.352722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:47.352777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:47.409508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:47.410224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:47.410295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:47.410330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:47.527126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:47.527266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:47.527303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:47.527331] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:47.531224] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-12T20:29:47.531526] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-12T20:29:47.531847] [INFO ] [sig       ] PGNY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:47.672035] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PGNY.txt
[2025-12-12T20:29:47.672191] [INFO ] [sig       ] [2523/3596] Completed PGNY in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:47.672229] [INFO ] [sig       ] [2524/3596] Forecasting PGP...
[2025-12-12T20:29:47.672259] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-12T20:29:47.672289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-12T20:29:47.683980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-12T20:29:47.684283] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-12T20:29:47.685070] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-12T20:29:47.685120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:47.685151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:47.685177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:47.685231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:47.743607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:47.744330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:47.744413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:47.744445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:47.865159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:47.865342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:47.865412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:47.865456] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:47.869284] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-12T20:29:47.869601] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-12T20:29:47.869735] [INFO ] [sig       ] PGP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:48.013826] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PGP.txt
[2025-12-12T20:29:48.014015] [INFO ] [sig       ] [2524/3596] Completed PGP in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:48.014073] [INFO ] [sig       ] [2525/3596] Forecasting PGRE...
[2025-12-12T20:29:48.014123] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-12T20:29:48.014167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-12T20:29:48.028542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-12T20:29:48.028891] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-12T20:29:48.029711] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-12T20:29:48.029772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:48.029975] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:48.030099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:48.030189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:48.087718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:48.088546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:48.088648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:48.088680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:48.207025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:48.207184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:48.207226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:48.207255] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:48.210830] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-12T20:29:48.211099] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-12T20:29:48.211219] [INFO ] [sig       ] PGRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:48.351833] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PGRE.txt
[2025-12-12T20:29:48.351994] [INFO ] [sig       ] [2525/3596] Completed PGRE in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-12T20:29:48.352034] [INFO ] [sig       ] [2526/3596] Forecasting PGY...
[2025-12-12T20:29:48.352063] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-12T20:29:48.352096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-12T20:29:48.363766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-12T20:29:48.364052] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-12T20:29:48.364811] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-12T20:29:48.364861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:48.364892] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:48.364919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:48.364973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:48.423042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:48.423740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:48.423815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:48.423846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:48.540818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:48.540967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:48.541006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:48.541034] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:48.544302] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-12T20:29:48.544776] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-12T20:29:48.544896] [INFO ] [sig       ] PGY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:48.685825] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PGY.txt
[2025-12-12T20:29:48.685954] [INFO ] [sig       ] [2526/3596] Completed PGY in 0.3s | 2.85 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-12T20:29:48.685991] [INFO ] [sig       ] [2527/3596] Forecasting PGZ...
[2025-12-12T20:29:48.686028] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-12T20:29:48.686057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-12T20:29:48.697935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-12T20:29:48.698250] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-12T20:29:48.699059] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-12T20:29:48.699110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:48.699140] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:48.699166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:48.699221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:48.757798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:48.758660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:48.758740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:48.758772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:48.875474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:48.875643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:48.875682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:48.875712] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:48.879022] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-12-12T20:29:48.879291] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-12T20:29:48.879409] [INFO ] [sig       ] PGZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:49.020070] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PGZ.txt
[2025-12-12T20:29:49.020223] [INFO ] [sig       ] [2527/3596] Completed PGZ in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:49.020261] [INFO ] [sig       ] [2528/3596] Forecasting PH...
[2025-12-12T20:29:49.020290] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-12T20:29:49.020320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-12T20:29:49.031691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-12T20:29:49.031990] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-12T20:29:49.032786] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-12T20:29:49.032836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:49.032867] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:49.032894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:49.032949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:49.090416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:49.091274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:49.091353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:49.091384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:49.209848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:49.210004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:49.210043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:49.210087] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:49.213495] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=40.81%)
[2025-12-12T20:29:49.213810] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-12T20:29:49.213936] [INFO ] [sig       ] PH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:49.352399] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PH.txt
[2025-12-12T20:29:49.352549] [INFO ] [sig       ] [2528/3596] Completed PH in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:49.352605] [INFO ] [sig       ] [2529/3596] Forecasting PHG...
[2025-12-12T20:29:49.352636] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-12T20:29:49.352666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-12T20:29:49.364094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-12T20:29:49.364397] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-12T20:29:49.365169] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-12T20:29:49.365220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:49.365276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:49.365304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:49.365359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:49.420875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:49.421662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:49.421742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:49.421775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:49.546143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:49.546295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:49.546335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:49.546364] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:49.549720] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-12-12T20:29:49.550008] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-12T20:29:49.550128] [INFO ] [sig       ] PHG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:49.688642] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PHG.txt
[2025-12-12T20:29:49.688769] [INFO ] [sig       ] [2529/3596] Completed PHG in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:49.688806] [INFO ] [sig       ] [2530/3596] Forecasting PHI...
[2025-12-12T20:29:49.688834] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-12T20:29:49.688865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-12T20:29:49.700883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-12T20:29:49.701148] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-12T20:29:49.701946] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-12T20:29:49.701996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:49.702026] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:49.702052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:49.702107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:49.758194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:49.758794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:49.758867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:49.758898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:49.870771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:49.870921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:49.870959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:49.870987] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:49.874378] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-12-12T20:29:49.874697] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-12T20:29:49.874828] [INFO ] [sig       ] PHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:50.012622] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PHI.txt
[2025-12-12T20:29:50.012779] [INFO ] [sig       ] [2530/3596] Completed PHI in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:50.012818] [INFO ] [sig       ] [2531/3596] Forecasting PHIN...
[2025-12-12T20:29:50.012847] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-12T20:29:50.012877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-12T20:29:50.024014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-12T20:29:50.024273] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-12T20:29:50.025024] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-12T20:29:50.025074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:50.025104] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:50.025130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:50.025184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:50.081452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:50.082058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:50.082130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:50.082161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:50.200971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:50.201120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:50.201159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:50.201187] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:50.204508] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-12T20:29:50.204801] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-12T20:29:50.204918] [INFO ] [sig       ] PHIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:50.342517] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PHIN.txt
[2025-12-12T20:29:50.342667] [INFO ] [sig       ] [2531/3596] Completed PHIN in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:50.342705] [INFO ] [sig       ] [2532/3596] Forecasting PHIO...
[2025-12-12T20:29:50.342735] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-12T20:29:50.342764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-12T20:29:50.354276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-12T20:29:50.354566] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-12T20:29:50.355334] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-12T20:29:50.355384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:50.355415] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:50.355440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:50.355506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:50.412986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:50.413868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:50.413951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:50.413982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:50.535318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:50.535486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:50.535533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:50.535633] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:50.539025] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-12-12T20:29:50.539323] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-12T20:29:50.539461] [INFO ] [sig       ] PHIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:50.680816] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PHIO.txt
[2025-12-12T20:29:50.680971] [INFO ] [sig       ] [2532/3596] Completed PHIO in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:50.681010] [INFO ] [sig       ] [2533/3596] Forecasting PHK...
[2025-12-12T20:29:50.681040] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-12T20:29:50.681071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-12T20:29:50.692820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-12T20:29:50.693182] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-12T20:29:50.693994] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-12T20:29:50.694046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:50.694077] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:50.694102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:50.694157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:50.754815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:50.755744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:50.755827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:50.755863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:50.874455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:50.874637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:50.874678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:50.874707] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:50.877987] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=70.42%)
[2025-12-12T20:29:50.878257] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-12T20:29:50.878376] [INFO ] [sig       ] PHK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:51.022948] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PHK.txt
[2025-12-12T20:29:51.023081] [INFO ] [sig       ] [2533/3596] Completed PHK in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:51.023118] [INFO ] [sig       ] [2534/3596] Forecasting PHM...
[2025-12-12T20:29:51.023147] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-12T20:29:51.023177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-12T20:29:51.034997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-12T20:29:51.035291] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-12T20:29:51.036093] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-12T20:29:51.036157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:51.036190] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:51.036217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:51.036274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:51.093466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:51.094150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:51.094228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:51.094262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:51.214675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:51.214825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:51.214871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:51.214902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:51.218303] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-12T20:29:51.218603] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-12T20:29:51.218727] [INFO ] [sig       ] PHM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:51.360513] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PHM.txt
[2025-12-12T20:29:51.360666] [INFO ] [sig       ] [2534/3596] Completed PHM in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:51.360705] [INFO ] [sig       ] [2535/3596] Forecasting PHO...
[2025-12-12T20:29:51.360736] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-12T20:29:51.360767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-12T20:29:51.372076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-12T20:29:51.372391] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-12T20:29:51.373183] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-12T20:29:51.373236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:51.373269] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:51.373297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:51.373354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:51.431240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:51.431969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:51.432048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:51.432080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:51.554482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:51.554648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:51.554688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:51.554717] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:51.558112] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-12T20:29:51.558392] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-12T20:29:51.558513] [INFO ] [sig       ] PHO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:51.704525] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PHO.txt
[2025-12-12T20:29:51.704687] [INFO ] [sig       ] [2535/3596] Completed PHO in 0.3s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:51.704730] [INFO ] [sig       ] [2536/3596] Forecasting PHUN...
[2025-12-12T20:29:51.704761] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-12T20:29:51.704793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-12T20:29:51.716950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-12T20:29:51.717318] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-12T20:29:51.718169] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-12T20:29:51.718221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:51.718252] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:51.718278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:51.718334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:51.778191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:51.779104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:51.779186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:51.779219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:51.912667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:51.912847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:51.912911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:51.912962] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:51.918002] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-12-12T20:29:51.918420] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-12T20:29:51.918632] [INFO ] [sig       ] PHUN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:52.061693] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PHUN.txt
[2025-12-12T20:29:52.061831] [INFO ] [sig       ] [2536/3596] Completed PHUN in 0.4s | 2.85 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:52.061870] [INFO ] [sig       ] [2537/3596] Forecasting PHVS...
[2025-12-12T20:29:52.061900] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-12T20:29:52.061929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-12T20:29:52.073859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-12T20:29:52.074232] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-12T20:29:52.075017] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-12T20:29:52.075068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:52.075099] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:52.075124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:52.075179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:52.132007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:52.132866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:52.132949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:52.132981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:52.262172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:52.262319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:52.262357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:52.262385] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:52.265714] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-12T20:29:52.266003] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-12T20:29:52.266124] [INFO ] [sig       ] PHVS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:52.403159] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PHVS.txt
[2025-12-12T20:29:52.403292] [INFO ] [sig       ] [2537/3596] Completed PHVS in 0.3s | 2.86 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:52.403329] [INFO ] [sig       ] [2538/3596] Forecasting PI...
[2025-12-12T20:29:52.403357] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-12T20:29:52.403387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-12T20:29:52.415444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-12T20:29:52.415827] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-12T20:29:52.416621] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-12T20:29:52.416672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:52.416702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:52.416727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:52.416781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:52.482489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:52.483465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:52.483564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:52.483614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:52.608242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:52.608393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:52.608433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:52.608460] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:52.611819] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-12T20:29:52.612095] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-12T20:29:52.612214] [INFO ] [sig       ] PI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:52.751335] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PI.txt
[2025-12-12T20:29:52.751504] [INFO ] [sig       ] [2538/3596] Completed PI in 0.3s | 2.86 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:52.751553] [INFO ] [sig       ] [2539/3596] Forecasting PID...
[2025-12-12T20:29:52.751637] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-12T20:29:52.751692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-12T20:29:52.764349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-12T20:29:52.764687] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-12T20:29:52.765453] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-12T20:29:52.765505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:52.765537] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:52.765565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:52.765648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:52.824880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:52.825728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:52.825858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:52.825908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:52.949466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:52.949640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:52.949681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:52.949710] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:52.953051] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=67.37%)
[2025-12-12T20:29:52.953373] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-12T20:29:52.953508] [INFO ] [sig       ] PID: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:53.096279] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PID.txt
[2025-12-12T20:29:53.096438] [INFO ] [sig       ] [2539/3596] Completed PID in 0.3s | 2.86 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:53.096476] [INFO ] [sig       ] [2540/3596] Forecasting PIE...
[2025-12-12T20:29:53.096505] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-12T20:29:53.096535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-12T20:29:53.107912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-12T20:29:53.108248] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-12T20:29:53.109037] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-12T20:29:53.109091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:53.109125] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:53.109153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:53.109211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:53.167567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:53.168320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:53.168400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:53.168433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:53.282534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:53.282694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:53.282737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:53.282765] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:53.286016] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-12T20:29:53.286283] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-12T20:29:53.286403] [INFO ] [sig       ] PIE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:53.425831] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PIE.txt
[2025-12-12T20:29:53.425980] [INFO ] [sig       ] [2540/3596] Completed PIE in 0.3s | 2.86 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:53.426020] [INFO ] [sig       ] [2541/3596] Forecasting PII...
[2025-12-12T20:29:53.426049] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-12T20:29:53.426079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-12T20:29:53.437718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-12T20:29:53.438049] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-12T20:29:53.438821] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-12T20:29:53.438872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:53.438902] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:53.438928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:53.438983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:53.496205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:53.497082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:53.497168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:53.497201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:53.618507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:53.618673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:53.618732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:53.618761] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:53.622078] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-12T20:29:53.622360] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-12T20:29:53.622485] [INFO ] [sig       ] PII: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:53.764758] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PII.txt
[2025-12-12T20:29:53.764923] [INFO ] [sig       ] [2541/3596] Completed PII in 0.3s | 2.86 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:53.764962] [INFO ] [sig       ] [2542/3596] Forecasting PIM...
[2025-12-12T20:29:53.764992] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-12T20:29:53.765022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-12T20:29:53.776999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-12T20:29:53.777353] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-12T20:29:53.778232] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-12T20:29:53.778284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:53.778315] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:53.778340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:53.778396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:53.839974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:53.840726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:53.840813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:53.840848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:53.960402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:53.960553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:53.960614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:53.960645] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:53.964106] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-12T20:29:53.964387] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-12T20:29:53.964514] [INFO ] [sig       ] PIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:54.111045] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PIM.txt
[2025-12-12T20:29:54.111226] [INFO ] [sig       ] [2542/3596] Completed PIM in 0.3s | 2.86 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-12T20:29:54.111265] [INFO ] [sig       ] [2543/3596] Forecasting PINE...
[2025-12-12T20:29:54.111295] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-12T20:29:54.111336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-12T20:29:54.123444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-12T20:29:54.123872] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-12T20:29:54.124698] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-12T20:29:54.124753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:54.124786] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:54.124813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:54.124869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:54.185739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:54.186607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:54.186695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:54.186730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:54.307429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:54.307612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:54.307662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:54.307698] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:54.310995] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-12T20:29:54.311266] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-12T20:29:54.311383] [INFO ] [sig       ] PINE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:54.451599] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PINE.txt
[2025-12-12T20:29:54.451739] [INFO ] [sig       ] [2543/3596] Completed PINE in 0.3s | 2.86 sym/s | Total: 14.8m | ETA: 6.1m
[2025-12-12T20:29:54.451777] [INFO ] [sig       ] [2544/3596] Forecasting PINS...
[2025-12-12T20:29:54.451808] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-12T20:29:54.451839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-12T20:29:54.462856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-12T20:29:54.463176] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-12T20:29:54.463965] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-12T20:29:54.464017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:54.464048] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:54.464075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:54.464131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:54.521240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:54.522168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:54.522284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:54.522337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:54.646554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:54.646726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:54.646768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:54.646797] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:54.650249] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=56.38%)
[2025-12-12T20:29:54.650551] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-12T20:29:54.650699] [INFO ] [sig       ] PINS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:54.795265] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PINS.txt
[2025-12-12T20:29:54.795426] [INFO ] [sig       ] [2544/3596] Completed PINS in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:54.795466] [INFO ] [sig       ] [2545/3596] Forecasting PK...
[2025-12-12T20:29:54.795499] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-12T20:29:54.795538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-12T20:29:54.807500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-12T20:29:54.807879] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-12T20:29:54.808722] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-12T20:29:54.808774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:54.808820] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:54.808847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:54.808901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:54.868606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:54.869651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:54.869731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:54.869763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:54.994225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:54.994386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:54.994426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:54.994455] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:54.998228] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-12-12T20:29:54.998535] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-12T20:29:54.998680] [INFO ] [sig       ] PK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:55.146749] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PK.txt
[2025-12-12T20:29:55.146892] [INFO ] [sig       ] [2545/3596] Completed PK in 0.4s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:55.146932] [INFO ] [sig       ] [2546/3596] Forecasting PKBK...
[2025-12-12T20:29:55.146961] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-12T20:29:55.146992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-12T20:29:55.159670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-12T20:29:55.160050] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-12T20:29:55.160828] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-12T20:29:55.160879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:55.160935] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:55.160963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:55.161018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:55.219325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:55.220107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:55.220186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:55.220218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:55.340459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:55.340636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:55.340687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:55.340714] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:55.344030] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-12-12T20:29:55.344307] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-12T20:29:55.344423] [INFO ] [sig       ] PKBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:55.482167] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PKBK.txt
[2025-12-12T20:29:55.482299] [INFO ] [sig       ] [2546/3596] Completed PKBK in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:55.482336] [INFO ] [sig       ] [2547/3596] Forecasting PKE...
[2025-12-12T20:29:55.482365] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-12T20:29:55.482395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-12T20:29:55.494619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-12T20:29:55.494894] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-12T20:29:55.495653] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-12T20:29:55.495703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:55.495734] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:55.495760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:55.495814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:55.552248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:55.552858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:55.552934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:55.552964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:55.669737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:55.672800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:55.672864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:55.672900] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:55.676740] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-12T20:29:55.677080] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-12T20:29:55.677217] [INFO ] [sig       ] PKE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:55.815283] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PKE.txt
[2025-12-12T20:29:55.815425] [INFO ] [sig       ] [2547/3596] Completed PKE in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:55.815465] [INFO ] [sig       ] [2548/3596] Forecasting PKG...
[2025-12-12T20:29:55.815494] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-12T20:29:55.815524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-12T20:29:55.827001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-12T20:29:55.827260] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-12T20:29:55.828034] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-12T20:29:55.828089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:55.828135] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:55.828169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:55.828247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:55.885187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:55.885927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:55.886004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:55.886036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:56.006852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:56.006997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:56.007034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:56.007061] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:56.010324] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-12T20:29:56.010634] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-12T20:29:56.010755] [INFO ] [sig       ] PKG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:56.148951] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PKG.txt
[2025-12-12T20:29:56.149070] [INFO ] [sig       ] [2548/3596] Completed PKG in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:56.149106] [INFO ] [sig       ] [2549/3596] Forecasting PKOH...
[2025-12-12T20:29:56.149142] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-12T20:29:56.149174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-12T20:29:56.160388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-12T20:29:56.160699] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-12T20:29:56.161451] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-12T20:29:56.161501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:56.161533] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:56.161559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:56.161632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:56.218152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:56.218778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:56.219033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:56.219064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:56.333763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:56.333907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:56.333947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:56.334007] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:56.337375] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-12-12T20:29:56.337673] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-12T20:29:56.337793] [INFO ] [sig       ] PKOH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:56.474325] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PKOH.txt
[2025-12-12T20:29:56.474450] [INFO ] [sig       ] [2549/3596] Completed PKOH in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:56.474488] [INFO ] [sig       ] [2550/3596] Forecasting PKX...
[2025-12-12T20:29:56.474516] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-12T20:29:56.474546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-12T20:29:56.486396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-12T20:29:56.486698] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-12T20:29:56.487439] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-12T20:29:56.487489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:56.487519] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:56.487546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:56.487625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:56.545652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:56.546257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:56.546334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:56.546365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:56.665854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:56.665996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:56.666034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:56.666062] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:56.669416] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-12T20:29:56.669710] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-12T20:29:56.669867] [INFO ] [sig       ] PKX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:56.819924] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PKX.txt
[2025-12-12T20:29:56.820061] [INFO ] [sig       ] [2550/3596] Completed PKX in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:56.820101] [INFO ] [sig       ] [2551/3596] Forecasting PL...
[2025-12-12T20:29:56.820131] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-12T20:29:56.820162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-12T20:29:56.831428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-12T20:29:56.831764] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-12T20:29:56.832523] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-12T20:29:56.832590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:56.832624] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:56.832653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:56.832711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:56.890451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:56.891126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:56.891203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:56.891235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:57.026299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:57.026469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:57.026519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:57.026551] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:57.030559] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-12-12T20:29:57.030896] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-12T20:29:57.031040] [INFO ] [sig       ] PL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:57.169023] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PL.txt
[2025-12-12T20:29:57.169154] [INFO ] [sig       ] [2551/3596] Completed PL in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:57.169192] [INFO ] [sig       ] [2552/3596] Forecasting PLAB...
[2025-12-12T20:29:57.169220] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-12T20:29:57.169251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-12T20:29:57.180623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-12T20:29:57.180925] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-12T20:29:57.181695] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-12T20:29:57.181746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:57.181776] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:57.181802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:57.181858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:57.238215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:57.238834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:57.238922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:57.238978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:57.359155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:57.359301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:57.359340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:57.359403] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:57.362732] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-12T20:29:57.363004] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-12T20:29:57.363123] [INFO ] [sig       ] PLAB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:57.499524] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLAB.txt
[2025-12-12T20:29:57.499670] [INFO ] [sig       ] [2552/3596] Completed PLAB in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:57.499709] [INFO ] [sig       ] [2553/3596] Forecasting PLAY...
[2025-12-12T20:29:57.499738] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-12T20:29:57.499768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-12T20:29:57.510869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-12T20:29:57.511141] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-12T20:29:57.511934] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-12T20:29:57.511986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:57.512019] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:57.512046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:57.512102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:57.570544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:57.571204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:57.571280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:57.571313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:57.692920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:57.693052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:57.693092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:57.693121] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:57.696378] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-12T20:29:57.696672] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-12T20:29:57.696790] [INFO ] [sig       ] PLAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:57.835459] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLAY.txt
[2025-12-12T20:29:57.835600] [INFO ] [sig       ] [2553/3596] Completed PLAY in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:57.835649] [INFO ] [sig       ] [2554/3596] Forecasting PLBC...
[2025-12-12T20:29:57.835685] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-12T20:29:57.835723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-12T20:29:57.846653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-12T20:29:57.846955] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-12T20:29:57.847726] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-12T20:29:57.847776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:57.847806] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:57.847833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:57.847888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:57.909727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:57.910458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:57.910540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:57.910590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:58.023841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:58.023991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:58.024030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:58.024060] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:58.027442] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=33.13%)
[2025-12-12T20:29:58.027766] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-12T20:29:58.027891] [INFO ] [sig       ] PLBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:58.170320] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PLBC.txt
[2025-12-12T20:29:58.170459] [INFO ] [sig       ] [2554/3596] Completed PLBC in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:58.170498] [INFO ] [sig       ] [2555/3596] Forecasting PLBY...
[2025-12-12T20:29:58.170528] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-12T20:29:58.170558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-12T20:29:58.183006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-12T20:29:58.183307] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-12T20:29:58.184134] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-12T20:29:58.184187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:58.184219] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:58.184245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:58.184300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:58.246207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:58.247286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:58.247367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:58.247399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:58.369756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:58.369937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:58.369979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:58.370013] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:58.373444] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-12T20:29:58.373786] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-12T20:29:58.373911] [INFO ] [sig       ] PLBY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:58.517169] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PLBY.txt
[2025-12-12T20:29:58.517336] [INFO ] [sig       ] [2555/3596] Completed PLBY in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:58.517375] [INFO ] [sig       ] [2556/3596] Forecasting PLCE...
[2025-12-12T20:29:58.517405] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-12T20:29:58.517435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-12T20:29:58.528764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-12T20:29:58.529089] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-12T20:29:58.529917] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-12T20:29:58.529968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:58.529999] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:58.530025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:58.530091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:58.586736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:58.587563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:58.587708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:58.587749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:58.713434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:58.713567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:58.713624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:58.713655] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:58.717016] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-12-12T20:29:58.717289] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-12T20:29:58.717408] [INFO ] [sig       ] PLCE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:58.857398] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLCE.txt
[2025-12-12T20:29:58.857542] [INFO ] [sig       ] [2556/3596] Completed PLCE in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:58.857597] [INFO ] [sig       ] [2557/3596] Forecasting PLD...
[2025-12-12T20:29:58.857629] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-12T20:29:58.857661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-12T20:29:58.870223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-12T20:29:58.870533] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-12T20:29:58.871318] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-12T20:29:58.871369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:58.871400] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:58.871426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:58.871480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:58.930323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:58.931195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:58.931275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:58.931308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:59.059040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:59.059177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:59.059215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:59.059244] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:59.062602] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-12T20:29:59.062873] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-12T20:29:59.062990] [INFO ] [sig       ] PLD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:59.202065] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PLD.txt
[2025-12-12T20:29:59.202186] [INFO ] [sig       ] [2557/3596] Completed PLD in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:59.202222] [INFO ] [sig       ] [2558/3596] Forecasting PLPC...
[2025-12-12T20:29:59.202251] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-12T20:29:59.202280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-12T20:29:59.213428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-12T20:29:59.213745] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-12T20:29:59.214516] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-12T20:29:59.214595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:59.214630] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:59.214657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:59.214714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:59.270957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:59.271607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:59.271684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:59.271720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:59.385686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:59.385841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:59.385880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:59.385908] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:59.389247] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-12T20:29:59.389518] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-12T20:29:59.389654] [INFO ] [sig       ] PLPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:29:59.528790] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PLPC.txt
[2025-12-12T20:29:59.528952] [INFO ] [sig       ] [2558/3596] Completed PLPC in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:59.528992] [INFO ] [sig       ] [2559/3596] Forecasting PLRX...
[2025-12-12T20:29:59.529023] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-12T20:29:59.529056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-12T20:29:59.540642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-12T20:29:59.540953] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-12T20:29:59.541770] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-12T20:29:59.541832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:59.541865] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:59.541891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:59.541947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:59.599408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:59.600053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:59.600127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:59.600158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:29:59.718909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:29:59.719054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:29:59.719094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:29:59.719121] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:29:59.722453] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-12T20:29:59.722741] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-12T20:29:59.722860] [INFO ] [sig       ] PLRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:29:59.862716] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLRX.txt
[2025-12-12T20:29:59.862880] [INFO ] [sig       ] [2559/3596] Completed PLRX in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-12T20:29:59.862918] [INFO ] [sig       ] [2560/3596] Forecasting PLSE...
[2025-12-12T20:29:59.862948] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-12T20:29:59.863167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-12T20:29:59.874319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-12T20:29:59.874611] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-12T20:29:59.875384] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-12T20:29:59.875434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:29:59.875465] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:29:59.875491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:29:59.875545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:29:59.933641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:29:59.934389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:29:59.934465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:29:59.934496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:00.057847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:00.058022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:00.058070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:00.058100] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:00.061636] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=69.59%)
[2025-12-12T20:30:00.061940] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-12T20:30:00.062072] [INFO ] [sig       ] PLSE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:00.201202] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLSE.txt
[2025-12-12T20:30:00.201358] [INFO ] [sig       ] [2560/3596] Completed PLSE in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-12T20:30:00.201398] [INFO ] [sig       ] [2561/3596] Forecasting PLTK...
[2025-12-12T20:30:00.201427] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-12T20:30:00.201472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-12T20:30:00.214978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-12T20:30:00.215360] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-12T20:30:00.216151] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-12T20:30:00.216203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:00.216233] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:00.216259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:00.216314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:00.286213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:00.287034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:00.287117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:00.287150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:00.405023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:00.405181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:00.405219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:00.405249] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:00.408687] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-12-12T20:30:00.408987] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-12T20:30:00.409118] [INFO ] [sig       ] PLTK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:00.550182] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLTK.txt
[2025-12-12T20:30:00.550342] [INFO ] [sig       ] [2561/3596] Completed PLTK in 0.3s | 2.86 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-12T20:30:00.550382] [INFO ] [sig       ] [2562/3596] Forecasting PLUG...
[2025-12-12T20:30:00.550411] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-12T20:30:00.550441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-12T20:30:00.562983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-12T20:30:00.563412] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-12T20:30:00.564238] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-12T20:30:00.564289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:00.564321] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:00.564348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:00.564403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:00.627807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:00.628714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:00.628796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:00.628829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:00.752857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:00.753173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:00.753212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:00.753242] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:00.756633] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-12T20:30:00.756913] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-12T20:30:00.757038] [INFO ] [sig       ] PLUG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:00.899929] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PLUG.txt
[2025-12-12T20:30:00.900092] [INFO ] [sig       ] [2562/3596] Completed PLUG in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:00.900130] [INFO ] [sig       ] [2563/3596] Forecasting PLUS...
[2025-12-12T20:30:00.900159] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-12T20:30:00.900188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-12T20:30:00.911352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-12T20:30:00.911709] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-12T20:30:00.912459] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-12T20:30:00.912509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:00.912568] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:00.912622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:00.912678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:00.969994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:00.970798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:00.970876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:00.970908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:01.092950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:01.093111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:01.093151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:01.093179] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:01.096527] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-12T20:30:01.096875] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-12T20:30:01.097006] [INFO ] [sig       ] PLUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:01.242137] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PLUS.txt
[2025-12-12T20:30:01.242331] [INFO ] [sig       ] [2563/3596] Completed PLUS in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:01.242376] [INFO ] [sig       ] [2564/3596] Forecasting PLXS...
[2025-12-12T20:30:01.242407] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-12T20:30:01.242443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-12T20:30:01.254508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-12T20:30:01.254852] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-12T20:30:01.255690] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-12T20:30:01.255756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:01.255793] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:01.255821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:01.255894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:01.315909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:01.316565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:01.316659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:01.316694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:01.442262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:01.442412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:01.442451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:01.442481] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:01.446354] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-12T20:30:01.446645] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-12T20:30:01.446773] [INFO ] [sig       ] PLXS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:01.594247] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLXS.txt
[2025-12-12T20:30:01.594408] [INFO ] [sig       ] [2564/3596] Completed PLXS in 0.4s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:01.594446] [INFO ] [sig       ] [2565/3596] Forecasting PLYM...
[2025-12-12T20:30:01.594474] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-12T20:30:01.594505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-12T20:30:01.607914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-12T20:30:01.608323] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-12T20:30:01.609165] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-12T20:30:01.609218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:01.609251] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:01.609278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:01.609335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:01.667159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:01.668041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:01.668121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:01.668154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:01.786914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:01.787087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:01.787127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:01.787155] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:01.790471] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-12-12T20:30:01.790773] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-12T20:30:01.790894] [INFO ] [sig       ] PLYM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:01.931810] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PLYM.txt
[2025-12-12T20:30:01.931972] [INFO ] [sig       ] [2565/3596] Completed PLYM in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:01.932011] [INFO ] [sig       ] [2566/3596] Forecasting PM...
[2025-12-12T20:30:01.932041] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-12T20:30:01.932082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-12T20:30:01.944770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-12T20:30:01.945120] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-12T20:30:01.945929] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-12T20:30:01.945980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:01.946011] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:01.946037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:01.946092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:02.001946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:02.002797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:02.002876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:02.002908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:02.126511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:02.126683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:02.126722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:02.126782] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:02.130214] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=71.33%)
[2025-12-12T20:30:02.130521] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-12T20:30:02.130684] [INFO ] [sig       ] PM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:02.270779] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PM.txt
[2025-12-12T20:30:02.270938] [INFO ] [sig       ] [2566/3596] Completed PM in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:02.270976] [INFO ] [sig       ] [2567/3596] Forecasting PMAX...
[2025-12-12T20:30:02.271006] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-12T20:30:02.271038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-12T20:30:02.282736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-12T20:30:02.283095] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-12T20:30:02.283884] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-12T20:30:02.283935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:02.283965] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:02.283991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:02.284045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:02.342197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:02.343092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:02.343192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:02.343231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:02.462476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:02.462634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:02.462678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:02.462706] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:02.466258] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-12-12T20:30:02.466557] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-12T20:30:02.466742] [INFO ] [sig       ] PMAX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:02.625777] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PMAX.txt
[2025-12-12T20:30:02.625925] [INFO ] [sig       ] [2567/3596] Completed PMAX in 0.4s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:02.625965] [INFO ] [sig       ] [2568/3596] Forecasting PML...
[2025-12-12T20:30:02.625996] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-12T20:30:02.626027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-12T20:30:02.637672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-12T20:30:02.637994] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-12T20:30:02.638802] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-12T20:30:02.638854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:02.638887] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:02.638914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:02.638972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:02.696459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:02.697175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:02.697271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:02.697307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:02.816989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:02.817144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:02.817183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:02.817213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:02.820676] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-12T20:30:02.820970] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-12T20:30:02.821106] [INFO ] [sig       ] PML: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:02.961590] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PML.txt
[2025-12-12T20:30:02.961759] [INFO ] [sig       ] [2568/3596] Completed PML in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:02.961796] [INFO ] [sig       ] [2569/3596] Forecasting PMM...
[2025-12-12T20:30:02.961824] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-12T20:30:02.961856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-12T20:30:03.038926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-12T20:30:03.039251] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-12T20:30:03.040067] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-12T20:30:03.040118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:03.040160] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:03.040187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:03.040242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:03.096916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:03.097910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:03.098011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:03.098061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:03.220681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:03.220958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:03.221005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:03.221033] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:03.224839] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-12-12T20:30:03.225125] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-12T20:30:03.225251] [INFO ] [sig       ] PMM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:03.372354] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PMM.txt
[2025-12-12T20:30:03.372537] [INFO ] [sig       ] [2569/3596] Completed PMM in 0.4s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:03.372609] [INFO ] [sig       ] [2570/3596] Forecasting PMO...
[2025-12-12T20:30:03.372642] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-12T20:30:03.372674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-12T20:30:03.384165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-12T20:30:03.384545] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-12T20:30:03.385334] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-12T20:30:03.385386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:03.385418] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:03.385445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:03.385500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:03.446700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:03.447596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:03.447678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:03.447711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:03.569334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:03.569493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:03.569533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:03.569561] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:03.573408] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-12-12T20:30:03.573730] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-12T20:30:03.573866] [INFO ] [sig       ] PMO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:03.715058] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PMO.txt
[2025-12-12T20:30:03.715206] [INFO ] [sig       ] [2570/3596] Completed PMO in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:03.715245] [INFO ] [sig       ] [2571/3596] Forecasting PMTS...
[2025-12-12T20:30:03.715273] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-12T20:30:03.715305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-12T20:30:03.726747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-12T20:30:03.727046] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-12T20:30:03.727819] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-12T20:30:03.727870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:03.727901] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:03.727928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:03.727983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:03.784432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:03.785097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:03.785172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:03.785204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:03.908443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:03.908629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:03.908671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:03.908698] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:03.912166] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-12T20:30:03.912433] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-12T20:30:03.912552] [INFO ] [sig       ] PMTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:04.051791] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PMTS.txt
[2025-12-12T20:30:04.051929] [INFO ] [sig       ] [2571/3596] Completed PMTS in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:04.051967] [INFO ] [sig       ] [2572/3596] Forecasting PMVP...
[2025-12-12T20:30:04.051995] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-12T20:30:04.052025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-12T20:30:04.065042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-12T20:30:04.065387] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-12T20:30:04.066156] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-12T20:30:04.066208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:04.066239] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:04.066264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:04.066324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:04.125203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:04.126079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:04.126159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:04.126191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:04.252252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:04.252412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:04.252450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:04.252477] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:04.255761] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2025-12-12T20:30:04.256036] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-12T20:30:04.256153] [INFO ] [sig       ] PMVP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:04.397262] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PMVP.txt
[2025-12-12T20:30:04.397421] [INFO ] [sig       ] [2572/3596] Completed PMVP in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:04.397465] [INFO ] [sig       ] [2573/3596] Forecasting PNC...
[2025-12-12T20:30:04.397496] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-12T20:30:04.397526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-12T20:30:04.411519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-12T20:30:04.411964] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-12T20:30:04.412948] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-12T20:30:04.413004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:04.413037] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:04.413069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:04.413152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:04.484630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:04.485390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:04.485498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:04.485531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:04.613148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:04.613309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:04.613350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:04.613379] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:04.616845] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-12T20:30:04.617136] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-12T20:30:04.617262] [INFO ] [sig       ] PNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:04.763881] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PNC.txt
[2025-12-12T20:30:04.764042] [INFO ] [sig       ] [2573/3596] Completed PNC in 0.4s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:04.764082] [INFO ] [sig       ] [2574/3596] Forecasting PNFP...
[2025-12-12T20:30:04.764112] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-12T20:30:04.764144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-12T20:30:04.775497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-12T20:30:04.775835] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-12T20:30:04.776606] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-12T20:30:04.776656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:04.776687] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:04.776713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:04.776773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:04.837863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:04.838794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:04.838880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:04.838913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:04.956831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:04.957014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:04.957055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:04.957084] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:04.960402] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-12T20:30:04.960705] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-12T20:30:04.960860] [INFO ] [sig       ] PNFP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:05.100815] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PNFP.txt
[2025-12-12T20:30:05.100984] [INFO ] [sig       ] [2574/3596] Completed PNFP in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:05.101023] [INFO ] [sig       ] [2575/3596] Forecasting PNI...
[2025-12-12T20:30:05.101052] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-12T20:30:05.101083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-12T20:30:05.112209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-12T20:30:05.112508] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-12T20:30:05.113494] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-12T20:30:05.113544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:05.113597] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:05.113627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:05.113681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:05.173209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:05.174253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:05.174332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:05.174363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:05.290238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:05.290398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:05.290439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:05.290471] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:05.293859] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-12T20:30:05.294145] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-12T20:30:05.294270] [INFO ] [sig       ] PNI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:05.437199] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PNI.txt
[2025-12-12T20:30:05.437332] [INFO ] [sig       ] [2575/3596] Completed PNI in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:05.437369] [INFO ] [sig       ] [2576/3596] Forecasting PNQI...
[2025-12-12T20:30:05.437397] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-12T20:30:05.437428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-12T20:30:05.450033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-12T20:30:05.450459] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-12T20:30:05.451318] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-12T20:30:05.451372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:05.451405] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:05.451432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:05.451492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:05.513065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:05.513993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:05.514081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:05.514115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:05.643256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:05.643420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:05.643472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:05.643521] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:05.647203] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-12T20:30:05.647519] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-12T20:30:05.647668] [INFO ] [sig       ] PNQI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:05.795359] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PNQI.txt
[2025-12-12T20:30:05.795540] [INFO ] [sig       ] [2576/3596] Completed PNQI in 0.4s | 2.86 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-12T20:30:05.795600] [INFO ] [sig       ] [2577/3596] Forecasting PNRG...
[2025-12-12T20:30:05.795632] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-12T20:30:05.795664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-12T20:30:05.807082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-12T20:30:05.807435] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-12T20:30:05.808269] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-12T20:30:05.808323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:05.808356] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:05.808385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:05.808443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:05.870149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:05.871088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:05.871177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:05.871214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:05.985122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:05.985274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:05.985314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:05.985343] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:05.988620] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=33.20%)
[2025-12-12T20:30:05.988889] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-12T20:30:05.989006] [INFO ] [sig       ] PNRG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:06.129751] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PNRG.txt
[2025-12-12T20:30:06.129902] [INFO ] [sig       ] [2577/3596] Completed PNRG in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-12T20:30:06.129941] [INFO ] [sig       ] [2578/3596] Forecasting PNTG...
[2025-12-12T20:30:06.129970] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-12T20:30:06.130001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-12T20:30:06.141506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-12T20:30:06.141826] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-12T20:30:06.142661] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-12T20:30:06.142714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:06.142747] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:06.142775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:06.142836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:06.203329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:06.204081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:06.204177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:06.204220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:06.327784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:06.327930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:06.327971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:06.328000] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:06.331442] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-12T20:30:06.331777] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-12T20:30:06.331913] [INFO ] [sig       ] PNTG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:06.478085] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PNTG.txt
[2025-12-12T20:30:06.478244] [INFO ] [sig       ] [2578/3596] Completed PNTG in 0.3s | 2.86 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-12T20:30:06.478288] [INFO ] [sig       ] [2579/3596] Forecasting PODD...
[2025-12-12T20:30:06.478317] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-12T20:30:06.478351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-12T20:30:06.489645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-12T20:30:06.489973] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-12T20:30:06.490743] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-12T20:30:06.490793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:06.490826] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:06.490852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:06.490906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:06.547243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:06.548014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:06.548092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:06.548124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:06.665437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:06.665611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:06.665652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:06.665680] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:06.668973] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-12T20:30:06.669257] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-12T20:30:06.669378] [INFO ] [sig       ] PODD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:06.805674] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PODD.txt
[2025-12-12T20:30:06.805809] [INFO ] [sig       ] [2579/3596] Completed PODD in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:06.805846] [INFO ] [sig       ] [2580/3596] Forecasting POOL...
[2025-12-12T20:30:06.805900] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-12T20:30:06.805932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-12T20:30:06.820357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-12T20:30:06.820685] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-12T20:30:06.821459] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-12T20:30:06.821509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:06.821600] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:06.821634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:06.821690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:06.877776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:06.878499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:06.878592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:06.878626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:06.996883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:06.997030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:06.997069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:06.997098] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:07.000417] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=42.14%)
[2025-12-12T20:30:07.000704] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-12T20:30:07.000824] [INFO ] [sig       ] POOL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:07.154000] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/POOL.txt
[2025-12-12T20:30:07.154200] [INFO ] [sig       ] [2580/3596] Completed POOL in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:07.154260] [INFO ] [sig       ] [2581/3596] Forecasting POWI...
[2025-12-12T20:30:07.154307] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-12T20:30:07.154357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-12T20:30:07.168618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-12T20:30:07.169018] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-12T20:30:07.170044] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-12T20:30:07.170098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:07.170128] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:07.170153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:07.170208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:07.228365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:07.229365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:07.229455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:07.229488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:07.348052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:07.348215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:07.348254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:07.348283] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:07.351704] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-12T20:30:07.352026] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-12T20:30:07.352158] [INFO ] [sig       ] POWI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:07.495618] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/POWI.txt
[2025-12-12T20:30:07.495810] [INFO ] [sig       ] [2581/3596] Completed POWI in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:07.495859] [INFO ] [sig       ] [2582/3596] Forecasting POWL...
[2025-12-12T20:30:07.495889] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-12T20:30:07.495920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-12T20:30:07.507498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-12T20:30:07.507902] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-12T20:30:07.508699] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-12T20:30:07.508750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:07.508782] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:07.508809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:07.508869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:07.566211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:07.567091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:07.567175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:07.567207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:07.690773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:07.690933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:07.690974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:07.691004] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:07.694380] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-12T20:30:07.694707] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-12T20:30:07.694835] [INFO ] [sig       ] POWL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:07.836330] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/POWL.txt
[2025-12-12T20:30:07.836501] [INFO ] [sig       ] [2582/3596] Completed POWL in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:07.836541] [INFO ] [sig       ] [2583/3596] Forecasting PPC...
[2025-12-12T20:30:07.836592] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-12T20:30:07.836628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-12T20:30:07.848080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-12T20:30:07.848485] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-12T20:30:07.849312] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-12T20:30:07.849367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:07.849398] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:07.849424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:07.849479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:07.907482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:07.908317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:07.908402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:07.908434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:08.027107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:08.027267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:08.027306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:08.027368] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:08.030809] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-12T20:30:08.031129] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-12T20:30:08.031256] [INFO ] [sig       ] PPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:08.175250] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PPC.txt
[2025-12-12T20:30:08.175406] [INFO ] [sig       ] [2583/3596] Completed PPC in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:08.175444] [INFO ] [sig       ] [2584/3596] Forecasting PPG...
[2025-12-12T20:30:08.175478] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-12T20:30:08.175512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-12T20:30:08.187601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-12T20:30:08.187980] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-12T20:30:08.188771] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-12T20:30:08.188823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:08.188856] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:08.188882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:08.188939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:08.250240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:08.251304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:08.251384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:08.251417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:08.373085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:08.373232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:08.373272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:08.373299] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:08.376534] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-12-12T20:30:08.376814] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-12T20:30:08.376930] [INFO ] [sig       ] PPG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:08.513634] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PPG.txt
[2025-12-12T20:30:08.513756] [INFO ] [sig       ] [2584/3596] Completed PPG in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:08.513792] [INFO ] [sig       ] [2585/3596] Forecasting PPH...
[2025-12-12T20:30:08.513821] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-12T20:30:08.513850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-12T20:30:08.524819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-12T20:30:08.525084] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-12T20:30:08.525841] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-12T20:30:08.525895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:08.525925] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:08.525952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:08.526007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:08.582692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:08.583528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:08.583621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:08.583654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:08.700435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:08.700602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:08.700642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:08.700671] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:08.704093] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-12-12T20:30:08.704361] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-12T20:30:08.704476] [INFO ] [sig       ] PPH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:08.845423] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PPH.txt
[2025-12-12T20:30:08.845609] [INFO ] [sig       ] [2585/3596] Completed PPH in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:08.845649] [INFO ] [sig       ] [2586/3596] Forecasting PPIH...
[2025-12-12T20:30:08.845684] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-12T20:30:08.845718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-12T20:30:08.859142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-12T20:30:08.859512] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-12T20:30:08.860313] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-12T20:30:08.860365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:08.860395] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:08.860420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:08.860479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:08.918271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:08.919341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:08.919429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:08.919461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:09.038092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:09.038246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:09.038286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:09.038314] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:09.041635] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-12T20:30:09.041901] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-12T20:30:09.042019] [INFO ] [sig       ] PPIH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:09.182089] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PPIH.txt
[2025-12-12T20:30:09.182249] [INFO ] [sig       ] [2586/3596] Completed PPIH in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:09.182288] [INFO ] [sig       ] [2587/3596] Forecasting PPL...
[2025-12-12T20:30:09.182316] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-12T20:30:09.182347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-12T20:30:09.194461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-12T20:30:09.194741] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-12T20:30:09.195479] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-12T20:30:09.195530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:09.195561] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:09.195608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:09.195665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:09.252907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:09.253566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:09.253656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:09.253688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:09.372508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:09.372681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:09.372720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:09.372789] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:09.376200] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-12T20:30:09.376508] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-12T20:30:09.376658] [INFO ] [sig       ] PPL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:09.520171] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PPL.txt
[2025-12-12T20:30:09.520314] [INFO ] [sig       ] [2587/3596] Completed PPL in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:09.520352] [INFO ] [sig       ] [2588/3596] Forecasting PPSI...
[2025-12-12T20:30:09.520382] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-12T20:30:09.520412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-12T20:30:09.531821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-12T20:30:09.532085] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-12T20:30:09.532840] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-12T20:30:09.532890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:09.532920] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:09.532946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:09.533001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:09.591867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:09.592694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:09.592772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:09.592803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:09.716103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:09.716246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:09.716283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:09.716310] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:09.719694] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=64.89%)
[2025-12-12T20:30:09.720012] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-12T20:30:09.720320] [INFO ] [sig       ] PPSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:09.862910] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PPSI.txt
[2025-12-12T20:30:09.863070] [INFO ] [sig       ] [2588/3596] Completed PPSI in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:09.863108] [INFO ] [sig       ] [2589/3596] Forecasting PPTA...
[2025-12-12T20:30:09.863138] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-12T20:30:09.863168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-12T20:30:09.874598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-12T20:30:09.874967] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-12T20:30:09.875959] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-12T20:30:09.876199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:09.876229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:09.876256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:09.876310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:09.936045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:09.936923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:09.937009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:09.937059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:10.059972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:10.060131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:10.060170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:10.060198] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:10.063557] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-12-12T20:30:10.063884] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-12T20:30:10.064020] [INFO ] [sig       ] PPTA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:10.205367] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PPTA.txt
[2025-12-12T20:30:10.205522] [INFO ] [sig       ] [2589/3596] Completed PPTA in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:10.205561] [INFO ] [sig       ] [2590/3596] Forecasting PRA...
[2025-12-12T20:30:10.205611] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-12T20:30:10.205643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-12T20:30:10.218248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-12T20:30:10.218664] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-12T20:30:10.219496] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-12T20:30:10.219557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:10.219609] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:10.219637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:10.219693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:10.280810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:10.281684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:10.281801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:10.281839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:10.401269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:10.401428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:10.401468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:10.401497] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:10.404961] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=61.60%)
[2025-12-12T20:30:10.405258] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-12T20:30:10.405386] [INFO ] [sig       ] PRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:10.552067] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRA.txt
[2025-12-12T20:30:10.552222] [INFO ] [sig       ] [2590/3596] Completed PRA in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:10.552261] [INFO ] [sig       ] [2591/3596] Forecasting PRAA...
[2025-12-12T20:30:10.552291] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-12T20:30:10.552321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-12T20:30:10.563897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-12T20:30:10.564282] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-12T20:30:10.565114] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-12T20:30:10.565168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:10.565199] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:10.565227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:10.565297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:10.628849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:10.629697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:10.629777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:10.629835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:10.747841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:10.747994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:10.748034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:10.748063] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:10.751359] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=20.56%)
[2025-12-12T20:30:10.751650] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-12T20:30:10.751768] [INFO ] [sig       ] PRAA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:10.889674] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRAA.txt
[2025-12-12T20:30:10.889860] [INFO ] [sig       ] [2591/3596] Completed PRAA in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:10.889900] [INFO ] [sig       ] [2592/3596] Forecasting PRAX...
[2025-12-12T20:30:10.889929] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-12T20:30:10.889958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-12T20:30:10.901431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-12T20:30:10.901839] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-12T20:30:10.902643] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-12T20:30:10.902695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:10.902725] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:10.902751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:10.902805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:10.959566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:10.960436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:10.960519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:10.960551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:11.083446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:11.083617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:11.083658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:11.083686] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:11.086995] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-12T20:30:11.087263] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-12T20:30:11.087385] [INFO ] [sig       ] PRAX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:11.226077] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRAX.txt
[2025-12-12T20:30:11.226232] [INFO ] [sig       ] [2592/3596] Completed PRAX in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:11.226272] [INFO ] [sig       ] [2593/3596] Forecasting PRCH...
[2025-12-12T20:30:11.226303] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-12T20:30:11.226333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-12T20:30:11.237854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-12T20:30:11.238136] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-12T20:30:11.238924] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-12T20:30:11.238987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:11.239020] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:11.239047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:11.239103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:11.295955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:11.296706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:11.296786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:11.296819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:11.418704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:11.418850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:11.418889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:11.418919] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:11.422209] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-12T20:30:11.422475] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-12T20:30:11.422611] [INFO ] [sig       ] PRCH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:11.563344] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRCH.txt
[2025-12-12T20:30:11.563504] [INFO ] [sig       ] [2593/3596] Completed PRCH in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-12T20:30:11.563543] [INFO ] [sig       ] [2594/3596] Forecasting PRDO...
[2025-12-12T20:30:11.563594] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-12T20:30:11.563630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-12T20:30:11.574490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-12T20:30:11.574797] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-12T20:30:11.575540] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-12T20:30:11.575609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:11.575642] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:11.575669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:11.575724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:11.632486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:11.633211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:11.633290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:11.633322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:11.756110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:11.756247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:11.756285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:11.756313] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:11.759773] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=83.96%)
[2025-12-12T20:30:11.760069] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-12T20:30:11.760372] [INFO ] [sig       ] PRDO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:11.897372] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRDO.txt
[2025-12-12T20:30:11.897503] [INFO ] [sig       ] [2594/3596] Completed PRDO in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-12T20:30:11.897541] [INFO ] [sig       ] [2595/3596] Forecasting PRFZ...
[2025-12-12T20:30:11.897586] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-12T20:30:11.897619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-12T20:30:11.908758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-12T20:30:11.909057] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-12T20:30:11.909900] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-12T20:30:11.909953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:11.909985] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:11.910013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:11.910070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:11.969299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:11.969989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:11.970066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:11.970107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:12.092675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:12.092815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:12.092854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:12.092884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:12.096276] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-12T20:30:12.096551] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-12T20:30:12.096692] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:12.237257] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRFZ.txt
[2025-12-12T20:30:12.237431] [INFO ] [sig       ] [2595/3596] Completed PRFZ in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-12T20:30:12.237472] [INFO ] [sig       ] [2596/3596] Forecasting PRG...
[2025-12-12T20:30:12.237503] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-12T20:30:12.237534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-12T20:30:12.249121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-12T20:30:12.249446] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-12T20:30:12.250299] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-12T20:30:12.250351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:12.250383] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:12.250409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:12.250463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:12.306077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:12.306918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:12.306997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:12.307028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:12.426994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:12.427177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:12.427222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:12.427251] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:12.430606] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-12T20:30:12.430896] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-12T20:30:12.431043] [INFO ] [sig       ] PRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:12.575149] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRG.txt
[2025-12-12T20:30:12.575512] [INFO ] [sig       ] [2596/3596] Completed PRG in 0.3s | 2.86 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-12T20:30:12.575553] [INFO ] [sig       ] [2597/3596] Forecasting PRGO...
[2025-12-12T20:30:12.575601] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-12T20:30:12.575646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-12T20:30:12.588069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-12T20:30:12.588425] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-12T20:30:12.589380] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-12T20:30:12.589440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:12.589507] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:12.589536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:12.589608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:12.654526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:12.655399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:12.655483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:12.655540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:12.777845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:12.777999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:12.778038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:12.778066] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:12.781940] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-12T20:30:12.782255] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-12T20:30:12.782380] [INFO ] [sig       ] PRGO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:12.924107] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRGO.txt
[2025-12-12T20:30:12.924255] [INFO ] [sig       ] [2597/3596] Completed PRGO in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:12.924295] [INFO ] [sig       ] [2598/3596] Forecasting PRGS...
[2025-12-12T20:30:12.924325] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-12T20:30:12.924354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-12T20:30:12.935740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-12T20:30:12.936086] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-12T20:30:12.936876] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-12T20:30:12.936928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:12.936959] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:12.936984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:12.937038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:12.994445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:12.995388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:12.995467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:12.995499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:13.113511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:13.113680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:13.113720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:13.113748] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:13.117071] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-12-12T20:30:13.117349] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-12T20:30:13.117469] [INFO ] [sig       ] PRGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:13.255463] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRGS.txt
[2025-12-12T20:30:13.255644] [INFO ] [sig       ] [2598/3596] Completed PRGS in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:13.255726] [INFO ] [sig       ] [2599/3596] Forecasting PRH...
[2025-12-12T20:30:13.255769] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-12T20:30:13.255807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-12T20:30:13.268822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-12T20:30:13.269186] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-12T20:30:13.270072] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-12T20:30:13.270126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:13.270158] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:13.270184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:13.270240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:13.331994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:13.332866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:13.332946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:13.332979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:13.467242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:13.467403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:13.467444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:13.467473] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:13.470978] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-12T20:30:13.471295] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-12T20:30:13.471423] [INFO ] [sig       ] PRH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:13.613504] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRH.txt
[2025-12-12T20:30:13.613697] [INFO ] [sig       ] [2599/3596] Completed PRH in 0.4s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:13.613740] [INFO ] [sig       ] [2600/3596] Forecasting PRI...
[2025-12-12T20:30:13.613769] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-12T20:30:13.613799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-12T20:30:13.625814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-12T20:30:13.626165] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-12T20:30:13.626965] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-12T20:30:13.627015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:13.627045] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:13.627071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:13.627125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:13.684838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:13.685674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:13.685757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:13.685788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:13.801481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:13.801666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:13.801708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:13.801767] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:13.805112] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-12T20:30:13.805591] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-12T20:30:13.805714] [INFO ] [sig       ] PRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:13.947516] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRI.txt
[2025-12-12T20:30:13.947756] [INFO ] [sig       ] [2600/3596] Completed PRI in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:13.947816] [INFO ] [sig       ] [2601/3596] Forecasting PRIM...
[2025-12-12T20:30:13.947850] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-12T20:30:13.947882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-12T20:30:13.959789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-12T20:30:13.960148] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-12T20:30:13.960953] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-12T20:30:13.961016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:13.961055] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:13.961086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:13.961149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:14.018522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:14.019505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:14.019607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:14.019642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:14.142208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:14.142361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:14.142400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:14.142429] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:14.145993] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-12T20:30:14.146273] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-12T20:30:14.146398] [INFO ] [sig       ] PRIM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:14.287741] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRIM.txt
[2025-12-12T20:30:14.287872] [INFO ] [sig       ] [2601/3596] Completed PRIM in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:14.287908] [INFO ] [sig       ] [2602/3596] Forecasting PRLB...
[2025-12-12T20:30:14.287937] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-12T20:30:14.287969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-12T20:30:14.298939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-12T20:30:14.299214] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-12T20:30:14.300043] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-12T20:30:14.300095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:14.300127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:14.300154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:14.300218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:14.360101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:14.360704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:14.360780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:14.360812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:14.487719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:14.487874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:14.487913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:14.487943] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:14.491375] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-12T20:30:14.491708] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-12T20:30:14.491841] [INFO ] [sig       ] PRLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:14.635869] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRLB.txt
[2025-12-12T20:30:14.636010] [INFO ] [sig       ] [2602/3596] Completed PRLB in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:14.636051] [INFO ] [sig       ] [2603/3596] Forecasting PRM...
[2025-12-12T20:30:14.636081] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-12T20:30:14.636114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-12T20:30:14.647528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-12T20:30:14.647836] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-12T20:30:14.648796] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-12T20:30:14.648846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:14.648877] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:14.648902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:14.648956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:14.706377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:14.707014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:14.707088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:14.707120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:14.826020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:14.826147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:14.826186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:14.826214] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:14.829386] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-12T20:30:14.829670] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-12T20:30:14.829789] [INFO ] [sig       ] PRM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:14.966177] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRM.txt
[2025-12-12T20:30:14.966293] [INFO ] [sig       ] [2603/3596] Completed PRM in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:14.966331] [INFO ] [sig       ] [2604/3596] Forecasting PRME...
[2025-12-12T20:30:14.966360] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-12T20:30:14.966389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-12T20:30:14.977088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-12T20:30:14.977358] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-12T20:30:14.978131] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-12T20:30:14.978181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:14.978222] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:14.978250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:14.978305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:15.034797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:15.035372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:15.035447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:15.035478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:15.151485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:15.151602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:15.151645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:15.151678] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:15.154774] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-12T20:30:15.155041] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-12T20:30:15.155158] [INFO ] [sig       ] PRME: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:15.293621] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRME.txt
[2025-12-12T20:30:15.293742] [INFO ] [sig       ] [2604/3596] Completed PRME in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:15.293779] [INFO ] [sig       ] [2605/3596] Forecasting PRN...
[2025-12-12T20:30:15.293807] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-12T20:30:15.293837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-12T20:30:15.304943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-12T20:30:15.305235] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-12T20:30:15.305991] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-12T20:30:15.306042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:15.306073] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:15.306099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:15.306154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:15.363393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:15.363995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:15.364070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:15.364101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:15.478184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:15.478313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:15.478350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:15.478379] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:15.481634] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-12T20:30:15.481898] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-12T20:30:15.482013] [INFO ] [sig       ] PRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:15.619139] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRN.txt
[2025-12-12T20:30:15.619295] [INFO ] [sig       ] [2605/3596] Completed PRN in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:15.619335] [INFO ] [sig       ] [2606/3596] Forecasting PROF...
[2025-12-12T20:30:15.619365] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-12T20:30:15.619397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-12T20:30:15.630351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-12T20:30:15.630725] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-12T20:30:15.631478] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-12T20:30:15.631529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:15.631558] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:15.631604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:15.631660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:15.688464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:15.689290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:15.689368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:15.689399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:15.804750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:15.804896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:15.804935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:15.804962] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:15.808199] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2025-12-12T20:30:15.808461] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-12T20:30:15.808594] [INFO ] [sig       ] PROF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:15.944548] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PROF.txt
[2025-12-12T20:30:15.944679] [INFO ] [sig       ] [2606/3596] Completed PROF in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:15.944716] [INFO ] [sig       ] [2607/3596] Forecasting PROK...
[2025-12-12T20:30:15.944744] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-12T20:30:15.944773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-12T20:30:15.956311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-12T20:30:15.956593] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-12T20:30:15.957327] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-12T20:30:15.957378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:15.957410] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:15.957437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:15.957492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:16.013230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:16.013820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:16.013919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:16.013952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:16.133105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:16.133274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:16.133323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:16.133352] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:16.136779] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-12T20:30:16.137055] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-12T20:30:16.137181] [INFO ] [sig       ] PROK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:16.297352] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PROK.txt
[2025-12-12T20:30:16.297510] [INFO ] [sig       ] [2607/3596] Completed PROK in 0.4s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:16.297556] [INFO ] [sig       ] [2608/3596] Forecasting PRTA...
[2025-12-12T20:30:16.297607] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-12T20:30:16.297640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-12T20:30:16.309528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-12T20:30:16.309916] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-12T20:30:16.310750] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-12T20:30:16.310802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:16.310833] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:16.310858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:16.310914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:16.369827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:16.370689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:16.370768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:16.370807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:16.487557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:16.487731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:16.487772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:16.487801] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:16.491221] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-12T20:30:16.491497] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-12T20:30:16.491637] [INFO ] [sig       ] PRTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:16.639216] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PRTA.txt
[2025-12-12T20:30:16.639379] [INFO ] [sig       ] [2608/3596] Completed PRTA in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:16.639420] [INFO ] [sig       ] [2609/3596] Forecasting PRTH...
[2025-12-12T20:30:16.639450] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-12T20:30:16.639481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-12T20:30:16.651360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-12T20:30:16.651793] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-12T20:30:16.652593] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-12T20:30:16.652647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:16.652679] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:16.652706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:16.652762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:16.711813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:16.712688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:16.712770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:16.712806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:16.836854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:16.837004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:16.837043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:16.837076] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:16.840480] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-12T20:30:16.840769] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-12T20:30:16.840909] [INFO ] [sig       ] PRTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:16.976910] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRTH.txt
[2025-12-12T20:30:16.977042] [INFO ] [sig       ] [2609/3596] Completed PRTH in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:16.977082] [INFO ] [sig       ] [2610/3596] Forecasting PRVA...
[2025-12-12T20:30:16.977113] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-12T20:30:16.977143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-12T20:30:16.989219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-12T20:30:16.989607] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-12T20:30:16.990464] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-12T20:30:16.990517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:16.990550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:16.990602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:16.990669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:17.046936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:17.047818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:17.047897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:17.047929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:17.166355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:17.166506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:17.166546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:17.166595] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:17.169943] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-12T20:30:17.170212] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-12T20:30:17.170329] [INFO ] [sig       ] PRVA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:17.311300] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRVA.txt
[2025-12-12T20:30:17.311487] [INFO ] [sig       ] [2610/3596] Completed PRVA in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-12T20:30:17.311528] [INFO ] [sig       ] [2611/3596] Forecasting PRZO...
[2025-12-12T20:30:17.311557] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-12T20:30:17.311610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-12T20:30:17.323425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-12T20:30:17.323779] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-12T20:30:17.324605] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-12T20:30:17.324668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:17.324711] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:17.324739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:17.324796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:17.385959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:17.387098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:17.387200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:17.387233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:17.504754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:17.504914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:17.504975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:17.505016] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:17.508355] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-12-12T20:30:17.508638] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-12T20:30:17.508758] [INFO ] [sig       ] PRZO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:17.646169] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PRZO.txt
[2025-12-12T20:30:17.646302] [INFO ] [sig       ] [2611/3596] Completed PRZO in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-12T20:30:17.646340] [INFO ] [sig       ] [2612/3596] Forecasting PSC...
[2025-12-12T20:30:17.646369] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-12T20:30:17.646399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-12T20:30:17.658149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-12T20:30:17.658521] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-12T20:30:17.659402] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-12T20:30:17.659458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:17.659489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:17.659515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:17.659586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:17.717817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:17.718758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:17.718850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:17.718886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:17.846976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:17.847128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:17.847168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:17.847197] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:17.850770] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2025-12-12T20:30:17.851060] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-12T20:30:17.851187] [INFO ] [sig       ] PSC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:18.000136] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PSC.txt
[2025-12-12T20:30:18.000296] [INFO ] [sig       ] [2612/3596] Completed PSC in 0.4s | 2.86 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-12T20:30:18.000504] [INFO ] [sig       ] [2613/3596] Forecasting PSCE...
[2025-12-12T20:30:18.000534] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-12T20:30:18.000564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-12T20:30:18.012370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-12T20:30:18.012739] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-12T20:30:18.013508] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-12T20:30:18.013560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:18.013615] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:18.013642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:18.013698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:18.070849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:18.071602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:18.071681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:18.071714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:18.178906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:18.179064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:18.179106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:18.179138] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:18.182537] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-12T20:30:18.182827] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-12T20:30:18.182950] [INFO ] [sig       ] PSCE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:18.325081] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PSCE.txt
[2025-12-12T20:30:18.325235] [INFO ] [sig       ] [2613/3596] Completed PSCE in 0.3s | 2.86 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-12T20:30:18.325274] [INFO ] [sig       ] [2614/3596] Forecasting PSCH...
[2025-12-12T20:30:18.325305] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-12T20:30:18.325335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-12T20:30:18.337196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-12T20:30:18.337606] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-12T20:30:18.338456] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-12T20:30:18.338511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:18.338607] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:18.338650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:18.338723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:18.396754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:18.397606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:18.397686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:18.397718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:18.507420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:18.507592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:18.507634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:18.507663] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:18.510924] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-12-12T20:30:18.511193] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-12T20:30:18.511314] [INFO ] [sig       ] PSCH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:18.675779] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PSCH.txt
[2025-12-12T20:30:18.675937] [INFO ] [sig       ] [2614/3596] Completed PSCH in 0.4s | 2.86 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-12T20:30:18.675977] [INFO ] [sig       ] [2615/3596] Forecasting PSEC...
[2025-12-12T20:30:18.676006] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-12T20:30:18.676037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-12T20:30:18.687950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-12T20:30:18.688380] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-12T20:30:18.689205] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-12T20:30:18.689257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:18.689302] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:18.689331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:18.689387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:18.762392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:18.763263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:18.763345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:18.763377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:18.886619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:18.886777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:18.886819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:18.886849] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:18.890310] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-12-12T20:30:18.890642] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-12T20:30:18.890770] [INFO ] [sig       ] PSEC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:19.036558] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PSEC.txt
[2025-12-12T20:30:19.036742] [INFO ] [sig       ] [2615/3596] Completed PSEC in 0.4s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:19.036782] [INFO ] [sig       ] [2616/3596] Forecasting PSF...
[2025-12-12T20:30:19.036813] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-12T20:30:19.036844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-12T20:30:19.049215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-12T20:30:19.049688] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-12T20:30:19.050681] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-12T20:30:19.050741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:19.050777] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:19.050805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:19.050862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:19.108864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:19.109828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:19.109911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:19.109945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:19.229887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:19.230040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:19.230079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:19.230107] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:19.233405] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-12T20:30:19.233705] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-12T20:30:19.233833] [INFO ] [sig       ] PSF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:19.377624] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PSF.txt
[2025-12-12T20:30:19.377780] [INFO ] [sig       ] [2616/3596] Completed PSF in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:19.377818] [INFO ] [sig       ] [2617/3596] Forecasting PSFE...
[2025-12-12T20:30:19.377849] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-12T20:30:19.377879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-12T20:30:19.388923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-12T20:30:19.389310] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-12T20:30:19.390202] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-12T20:30:19.390260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:19.390292] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:19.390319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:19.390379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:19.447955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:19.448829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:19.448914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:19.448946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:19.567286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:19.567438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:19.567476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:19.567539] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:19.572116] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-12T20:30:19.572439] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-12T20:30:19.572598] [INFO ] [sig       ] PSFE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:19.713223] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PSFE.txt
[2025-12-12T20:30:19.713378] [INFO ] [sig       ] [2617/3596] Completed PSFE in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:19.713417] [INFO ] [sig       ] [2618/3596] Forecasting PSHG...
[2025-12-12T20:30:19.713447] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-12T20:30:19.713479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-12T20:30:19.727997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-12T20:30:19.728405] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-12T20:30:19.729400] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-12T20:30:19.729465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:19.729508] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:19.729541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:19.729633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:19.792095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:19.792971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:19.793051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:19.793083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:19.914941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:19.915092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:19.915132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:19.915163] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:19.918526] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-12T20:30:19.918830] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-12T20:30:19.918958] [INFO ] [sig       ] PSHG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:20.076038] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PSHG.txt
[2025-12-12T20:30:20.076208] [INFO ] [sig       ] [2618/3596] Completed PSHG in 0.4s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:20.076248] [INFO ] [sig       ] [2619/3596] Forecasting PSN...
[2025-12-12T20:30:20.076286] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-12T20:30:20.076317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-12T20:30:20.088253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-12T20:30:20.088619] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-12T20:30:20.089396] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-12T20:30:20.089446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:20.089477] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:20.089502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:20.089557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:20.145668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:20.146488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:20.146568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:20.146621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:20.264080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:20.264235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:20.264275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:20.264303] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:20.267701] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-12-12T20:30:20.268047] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-12T20:30:20.268183] [INFO ] [sig       ] PSN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:20.453654] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PSN.txt
[2025-12-12T20:30:20.453807] [INFO ] [sig       ] [2619/3596] Completed PSN in 0.4s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:20.453846] [INFO ] [sig       ] [2620/3596] Forecasting PSNL...
[2025-12-12T20:30:20.453876] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-12T20:30:20.453906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-12T20:30:20.467622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-12T20:30:20.467953] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-12T20:30:20.468728] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-12T20:30:20.468779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:20.468810] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:20.468836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:20.468891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:20.525544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:20.526396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:20.526475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:20.526508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:20.646794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:20.646943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:20.646981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:20.647008] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:20.650343] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-12T20:30:20.650660] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-12T20:30:20.650784] [INFO ] [sig       ] PSNL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:20.788991] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PSNL.txt
[2025-12-12T20:30:20.789143] [INFO ] [sig       ] [2620/3596] Completed PSNL in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:20.789182] [INFO ] [sig       ] [2621/3596] Forecasting PSO...
[2025-12-12T20:30:20.789211] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-12T20:30:20.789243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-12T20:30:20.800655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-12T20:30:20.801016] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-12T20:30:20.801822] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-12T20:30:20.801875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:20.801907] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:20.801935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:20.801990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:20.860594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:20.861414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:20.861496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:20.861529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:20.986658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:20.986813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:20.986853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:20.986883] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:20.990660] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-12T20:30:20.990981] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-12T20:30:20.991112] [INFO ] [sig       ] PSO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:21.128913] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PSO.txt
[2025-12-12T20:30:21.129076] [INFO ] [sig       ] [2621/3596] Completed PSO in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:21.129115] [INFO ] [sig       ] [2622/3596] Forecasting PSQH...
[2025-12-12T20:30:21.129144] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-12T20:30:21.129173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-12T20:30:21.140119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-12T20:30:21.140439] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-12T20:30:21.141205] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-12T20:30:21.141257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:21.141288] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:21.141314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:21.141370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:21.197370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:21.198201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:21.198283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:21.198315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:21.316688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:21.316832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:21.316871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:21.316917] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:21.320189] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-12T20:30:21.320466] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-12T20:30:21.320605] [INFO ] [sig       ] PSQH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:21.462385] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PSQH.txt
[2025-12-12T20:30:21.462536] [INFO ] [sig       ] [2622/3596] Completed PSQH in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:21.462592] [INFO ] [sig       ] [2623/3596] Forecasting PSTG...
[2025-12-12T20:30:21.462625] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-12T20:30:21.462655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-12T20:30:21.473462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-12T20:30:21.473802] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-12T20:30:21.474547] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-12T20:30:21.474615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:21.474646] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:21.474671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:21.474725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:21.532008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:21.532912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:21.532993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:21.533024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:21.658253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:21.658420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:21.658461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:21.658489] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:21.662017] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-12T20:30:21.662320] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-12T20:30:21.662450] [INFO ] [sig       ] PSTG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:21.826787] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PSTG.txt
[2025-12-12T20:30:21.826967] [INFO ] [sig       ] [2623/3596] Completed PSTG in 0.4s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:21.827009] [INFO ] [sig       ] [2624/3596] Forecasting PSTL...
[2025-12-12T20:30:21.827038] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-12T20:30:21.827069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-12T20:30:21.843029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-12T20:30:21.843564] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-12T20:30:21.844647] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-12T20:30:21.844710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:21.844752] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:21.844793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:21.844868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:21.906481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:21.907730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:21.907917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:21.907984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:22.073754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:22.073961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:22.074021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:22.074066] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:22.079334] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-12-12T20:30:22.079902] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-12T20:30:22.080115] [INFO ] [sig       ] PSTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:22.310129] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PSTL.txt
[2025-12-12T20:30:22.310370] [INFO ] [sig       ] [2624/3596] Completed PSTL in 0.5s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:22.310437] [INFO ] [sig       ] [2625/3596] Forecasting PSX...
[2025-12-12T20:30:22.310491] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-12T20:30:22.310545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-12T20:30:22.342924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-12T20:30:22.343631] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-12T20:30:22.345113] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-12T20:30:22.345252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:22.345307] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:22.345350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:22.345417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:22.425553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:22.427192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:22.427364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:22.427422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:22.578265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:22.578549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:22.578666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:22.578708] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:22.584261] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=30.03%)
[2025-12-12T20:30:22.584945] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-12T20:30:22.585176] [INFO ] [sig       ] PSX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:22.743269] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PSX.txt
[2025-12-12T20:30:22.743528] [INFO ] [sig       ] [2625/3596] Completed PSX in 0.4s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:22.743611] [INFO ] [sig       ] [2626/3596] Forecasting PTA...
[2025-12-12T20:30:22.743648] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-12T20:30:22.743682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-12T20:30:22.758608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-12T20:30:22.759198] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-12T20:30:22.760269] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-12T20:30:22.760325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:22.760358] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:22.760406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:22.760465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:22.821005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:22.822238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:22.822339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:22.822373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:22.948632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:22.948806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:22.948853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:22.948887] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:22.952457] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-12T20:30:22.952787] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-12T20:30:22.952930] [INFO ] [sig       ] PTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:23.103594] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PTA.txt
[2025-12-12T20:30:23.103751] [INFO ] [sig       ] [2626/3596] Completed PTA in 0.4s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:23.103789] [INFO ] [sig       ] [2627/3596] Forecasting PTC...
[2025-12-12T20:30:23.103818] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-12T20:30:23.103848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-12T20:30:23.118111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-12T20:30:23.118759] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-12T20:30:23.119781] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-12T20:30:23.119868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:23.119906] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:23.119933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:23.119992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:23.181005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:23.182189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:23.182285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:23.182318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:23.313324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:23.313540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:23.313605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:23.313638] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:23.317494] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=48.49%)
[2025-12-12T20:30:23.317823] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-12T20:30:23.317976] [INFO ] [sig       ] PTC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:23.465880] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PTC.txt
[2025-12-12T20:30:23.466103] [INFO ] [sig       ] [2627/3596] Completed PTC in 0.4s | 2.86 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-12T20:30:23.466144] [INFO ] [sig       ] [2628/3596] Forecasting PTEN...
[2025-12-12T20:30:23.466175] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-12T20:30:23.466206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-12T20:30:23.478088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-12T20:30:23.478428] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-12T20:30:23.479258] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-12T20:30:23.479311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:23.479343] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:23.479369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:23.479425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:23.539538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:23.540463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:23.540544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:23.540596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:23.658401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:23.658559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:23.658616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:23.658646] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:23.662154] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-12T20:30:23.662435] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-12T20:30:23.662557] [INFO ] [sig       ] PTEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:23.806386] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PTEN.txt
[2025-12-12T20:30:23.806535] [INFO ] [sig       ] [2628/3596] Completed PTEN in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-12T20:30:23.806588] [INFO ] [sig       ] [2629/3596] Forecasting PTF...
[2025-12-12T20:30:23.806620] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-12T20:30:23.806651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-12T20:30:23.817895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-12T20:30:23.818234] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-12T20:30:23.819016] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-12T20:30:23.819066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:23.819097] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:23.819124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:23.819179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:23.875271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:23.875910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:23.875984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:23.876015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:23.993755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:23.993916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:23.993955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:23.993982] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:23.997323] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-12T20:30:23.997608] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-12T20:30:23.997731] [INFO ] [sig       ] PTF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:24.135333] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PTF.txt
[2025-12-12T20:30:24.135478] [INFO ] [sig       ] [2629/3596] Completed PTF in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-12T20:30:24.135516] [INFO ] [sig       ] [2630/3596] Forecasting PTGX...
[2025-12-12T20:30:24.135546] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-12T20:30:24.135611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-12T20:30:24.146778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-12T20:30:24.147061] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-12T20:30:24.147810] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-12T20:30:24.147861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:24.147893] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:24.147920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:24.147975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:24.205615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:24.206567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:24.206669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:24.206702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:24.326993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:24.327143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:24.327183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:24.327213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:24.330668] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-12T20:30:24.330957] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-12T20:30:24.331106] [INFO ] [sig       ] PTGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:24.473484] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PTGX.txt
[2025-12-12T20:30:24.473640] [INFO ] [sig       ] [2630/3596] Completed PTGX in 0.3s | 2.86 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-12T20:30:24.473681] [INFO ] [sig       ] [2631/3596] Forecasting PTH...
[2025-12-12T20:30:24.473711] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-12T20:30:24.473744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-12T20:30:24.485279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-12T20:30:24.485637] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-12T20:30:24.486412] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-12T20:30:24.486464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:24.486520] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:24.486549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:24.486622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:24.546643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:24.547470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:24.547549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:24.547603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:24.656062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:24.656172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:24.656213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:24.656243] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:24.660540] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-12T20:30:24.660981] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-12T20:30:24.661173] [INFO ] [sig       ] PTH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:24.803946] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PTH.txt
[2025-12-12T20:30:24.804103] [INFO ] [sig       ] [2631/3596] Completed PTH in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:24.804143] [INFO ] [sig       ] [2632/3596] Forecasting PTIX...
[2025-12-12T20:30:24.804173] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-12T20:30:24.804202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-12T20:30:24.815406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-12T20:30:24.815738] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-12T20:30:24.816496] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-12T20:30:24.816547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:24.816596] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:24.816624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:24.816679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:24.889078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:24.890252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:24.890351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:24.890390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:25.008971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:25.009134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:25.009176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:25.009206] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:25.012558] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-12T20:30:25.012868] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-12T20:30:25.012993] [INFO ] [sig       ] PTIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:25.153930] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PTIX.txt
[2025-12-12T20:30:25.154088] [INFO ] [sig       ] [2632/3596] Completed PTIX in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:25.154128] [INFO ] [sig       ] [2633/3596] Forecasting PTLO...
[2025-12-12T20:30:25.154160] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-12T20:30:25.154191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-12T20:30:25.166143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-12T20:30:25.166511] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-12T20:30:25.167292] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-12T20:30:25.167343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:25.167375] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:25.167401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:25.167456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:25.224829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:25.225710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:25.225792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:25.225825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:25.344761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:25.344924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:25.344966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:25.344994] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:25.348343] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-12-12T20:30:25.348641] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-12T20:30:25.348767] [INFO ] [sig       ] PTLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:25.487957] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PTLO.txt
[2025-12-12T20:30:25.488109] [INFO ] [sig       ] [2633/3596] Completed PTLO in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:25.488148] [INFO ] [sig       ] [2634/3596] Forecasting PTNQ...
[2025-12-12T20:30:25.488177] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-12T20:30:25.488208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-12T20:30:25.499411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-12T20:30:25.499773] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-12T20:30:25.500551] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-12T20:30:25.500624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:25.500655] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:25.500680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:25.500735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:25.557625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:25.558442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:25.558520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:25.558551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:25.675105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:25.675260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:25.675299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:25.675365] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:25.678701] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-12T20:30:25.678983] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-12T20:30:25.679106] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:25.816469] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PTNQ.txt
[2025-12-12T20:30:25.816646] [INFO ] [sig       ] [2634/3596] Completed PTNQ in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:25.816688] [INFO ] [sig       ] [2635/3596] Forecasting PTON...
[2025-12-12T20:30:25.816717] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-12T20:30:25.816748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-12T20:30:25.828609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-12T20:30:25.828999] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-12T20:30:25.829791] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-12T20:30:25.830062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:25.830145] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:25.830174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:25.830259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:25.887137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:25.888046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:25.888129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:25.888160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:26.005586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:26.005757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:26.005796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:26.005823] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:26.009107] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-12-12T20:30:26.009372] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-12T20:30:26.009491] [INFO ] [sig       ] PTON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:26.146250] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PTON.txt
[2025-12-12T20:30:26.146382] [INFO ] [sig       ] [2635/3596] Completed PTON in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:26.146421] [INFO ] [sig       ] [2636/3596] Forecasting PTY...
[2025-12-12T20:30:26.146450] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-12T20:30:26.146479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-12T20:30:26.159217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-12T20:30:26.159619] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-12T20:30:26.160408] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-12T20:30:26.160458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:26.160489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:26.160515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:26.160570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:26.216358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:26.217166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:26.217243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:26.217274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:26.340645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:26.340827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:26.340866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:26.340896] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:26.344117] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-12T20:30:26.344380] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-12T20:30:26.344496] [INFO ] [sig       ] PTY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:26.482496] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PTY.txt
[2025-12-12T20:30:26.482630] [INFO ] [sig       ] [2636/3596] Completed PTY in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:26.482668] [INFO ] [sig       ] [2637/3596] Forecasting PUBM...
[2025-12-12T20:30:26.482696] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-12T20:30:26.482727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-12T20:30:26.494391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-12T20:30:26.494867] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-12T20:30:26.495622] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-12T20:30:26.495672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:26.495702] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:26.495727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:26.495781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:26.552322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:26.553086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:26.553167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:26.553198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:26.670488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:26.670621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:26.670659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:26.670685] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:26.673849] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-12T20:30:26.674120] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-12T20:30:26.674252] [INFO ] [sig       ] PUBM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:26.811690] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PUBM.txt
[2025-12-12T20:30:26.811805] [INFO ] [sig       ] [2637/3596] Completed PUBM in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:26.811841] [INFO ] [sig       ] [2638/3596] Forecasting PUK...
[2025-12-12T20:30:26.811869] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-12T20:30:26.811899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-12T20:30:26.822998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-12T20:30:26.823251] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-12T20:30:26.824001] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-12T20:30:26.824051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:26.824082] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:26.824108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:26.824163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:26.880235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:26.880842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:26.880916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:26.880947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:26.998432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:26.998605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:26.998644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:26.998673] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:27.002120] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-12T20:30:27.002387] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-12T20:30:27.002503] [INFO ] [sig       ] PUK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:27.145791] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PUK.txt
[2025-12-12T20:30:27.145931] [INFO ] [sig       ] [2638/3596] Completed PUK in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:27.145970] [INFO ] [sig       ] [2639/3596] Forecasting PUMP...
[2025-12-12T20:30:27.145999] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-12T20:30:27.146029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-12T20:30:27.157723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-12T20:30:27.158122] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-12T20:30:27.158922] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-12T20:30:27.159008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:27.159041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:27.159068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:27.159124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:27.217893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:27.218782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:27.218873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:27.218906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:27.343516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:27.343682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:27.343723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:27.343751] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:27.347029] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-12-12T20:30:27.347293] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-12T20:30:27.347409] [INFO ] [sig       ] PUMP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:27.486298] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PUMP.txt
[2025-12-12T20:30:27.486451] [INFO ] [sig       ] [2639/3596] Completed PUMP in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:27.486488] [INFO ] [sig       ] [2640/3596] Forecasting PVH...
[2025-12-12T20:30:27.486517] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-12T20:30:27.486552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-12T20:30:27.497540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-12T20:30:27.497839] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-12T20:30:27.498642] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-12T20:30:27.498694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:27.498725] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:27.498752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:27.498810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:27.556612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:27.557337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:27.557418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:27.557449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:27.678623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:27.678720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:27.678760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:27.678787] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:27.682149] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-12T20:30:27.682455] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-12T20:30:27.682596] [INFO ] [sig       ] PVH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:27.819864] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PVH.txt
[2025-12-12T20:30:27.820005] [INFO ] [sig       ] [2640/3596] Completed PVH in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:27.820042] [INFO ] [sig       ] [2641/3596] Forecasting PVL...
[2025-12-12T20:30:27.820071] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-12T20:30:27.820101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-12T20:30:27.832149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-12T20:30:27.832478] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-12T20:30:27.833238] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-12T20:30:27.833289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:27.833319] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:27.833345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:27.833400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:27.890736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:27.891466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:27.891592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:27.891628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:28.005781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:28.005933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:28.005973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:28.006003] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:28.009397] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=31.87%)
[2025-12-12T20:30:28.009699] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-12T20:30:28.009849] [INFO ] [sig       ] PVL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:28.153902] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PVL.txt
[2025-12-12T20:30:28.154036] [INFO ] [sig       ] [2641/3596] Completed PVL in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:28.154074] [INFO ] [sig       ] [2642/3596] Forecasting PWP...
[2025-12-12T20:30:28.154103] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-12T20:30:28.154133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-12T20:30:28.165479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-12T20:30:28.165794] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-12T20:30:28.166560] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-12T20:30:28.166635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:28.166668] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:28.166696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:28.166754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:28.224458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:28.225300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:28.225377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:28.225409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:28.342693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:28.342842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:28.342881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:28.342909] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:28.346229] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-12T20:30:28.346492] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-12T20:30:28.346628] [INFO ] [sig       ] PWP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:28.494659] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PWP.txt
[2025-12-12T20:30:28.494795] [INFO ] [sig       ] [2642/3596] Completed PWP in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:28.494840] [INFO ] [sig       ] [2643/3596] Forecasting PX...
[2025-12-12T20:30:28.494870] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-12T20:30:28.494899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-12T20:30:28.506144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-12T20:30:28.506417] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-12T20:30:28.507213] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-12T20:30:28.507264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:28.507295] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:28.507321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:28.507380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:28.564045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:28.564670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:28.564754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:28.564786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:28.687917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:28.688064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:28.688102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:28.688130] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:28.691506] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2025-12-12T20:30:28.691785] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-12T20:30:28.691901] [INFO ] [sig       ] PX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:28.830464] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PX.txt
[2025-12-12T20:30:28.830616] [INFO ] [sig       ] [2643/3596] Completed PX in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:28.830655] [INFO ] [sig       ] [2644/3596] Forecasting PXS...
[2025-12-12T20:30:28.830684] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-12T20:30:28.830714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-12T20:30:28.842142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-12T20:30:28.842451] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-12T20:30:28.843383] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-12T20:30:28.843432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:28.843463] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:28.843488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:28.843739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:28.902192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:28.902860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:28.902936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:28.902968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:29.007933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:29.008080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:29.008118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:29.008147] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:29.011467] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-12T20:30:29.011765] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-12T20:30:29.011898] [INFO ] [sig       ] PXS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:29.156052] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PXS.txt
[2025-12-12T20:30:29.156208] [INFO ] [sig       ] [2644/3596] Completed PXS in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-12T20:30:29.156246] [INFO ] [sig       ] [2645/3596] Forecasting PY...
[2025-12-12T20:30:29.156275] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-12T20:30:29.156305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-12T20:30:29.167139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-12T20:30:29.167444] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-12T20:30:29.168228] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-12T20:30:29.168279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:29.168317] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:29.168349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:29.168417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:29.224887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:29.225506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:29.225595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:29.225629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:29.327841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:29.327981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:29.328018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:29.328046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:29.331272] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-12T20:30:29.331537] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-12T20:30:29.331670] [INFO ] [sig       ] PY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:29.469276] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PY.txt
[2025-12-12T20:30:29.469431] [INFO ] [sig       ] [2645/3596] Completed PY in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-12T20:30:29.469468] [INFO ] [sig       ] [2646/3596] Forecasting PYPL...
[2025-12-12T20:30:29.469498] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-12T20:30:29.469528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-12T20:30:29.480373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-12T20:30:29.480674] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-12T20:30:29.481418] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-12T20:30:29.481468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:29.481498] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:29.481523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:29.481597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:29.538653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:29.539251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:29.539325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:29.539356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:29.656019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:29.656161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:29.656200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:29.656243] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:29.659973] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-12-12T20:30:29.660245] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-12T20:30:29.660364] [INFO ] [sig       ] PYPL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:29.801542] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PYPL.txt
[2025-12-12T20:30:29.801729] [INFO ] [sig       ] [2646/3596] Completed PYPL in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-12T20:30:29.801768] [INFO ] [sig       ] [2647/3596] Forecasting PYXS...
[2025-12-12T20:30:29.801797] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-12T20:30:29.801828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-12T20:30:29.815416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-12T20:30:29.815846] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-12T20:30:29.816941] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-12T20:30:29.817006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:29.817051] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:29.817090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:29.817175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:29.881221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:29.882072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:29.882173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:29.882208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:30.000005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:30.000174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:30.000215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:30.000244] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:30.003563] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-12T20:30:30.003852] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-12T20:30:30.003969] [INFO ] [sig       ] PYXS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:30.143359] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/PYXS.txt
[2025-12-12T20:30:30.143527] [INFO ] [sig       ] [2647/3596] Completed PYXS in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-12T20:30:30.143566] [INFO ] [sig       ] [2648/3596] Forecasting PZZA...
[2025-12-12T20:30:30.143619] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-12T20:30:30.143650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-12T20:30:30.155546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-12T20:30:30.155921] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-12T20:30:30.156693] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-12T20:30:30.156743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:30.156801] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:30.156828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:30.156883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:30.212658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:30.213384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:30.213485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:30.213517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:30.331807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:30.331946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:30.331985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:30.332012] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:30.335301] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-12-12T20:30:30.335617] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-12T20:30:30.335735] [INFO ] [sig       ] PZZA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:30.475660] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/PZZA.txt
[2025-12-12T20:30:30.475795] [INFO ] [sig       ] [2648/3596] Completed PZZA in 0.3s | 2.86 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-12T20:30:30.475834] [INFO ] [sig       ] [2649/3596] Forecasting QBTS...
[2025-12-12T20:30:30.475863] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-12T20:30:30.475893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-12T20:30:30.488060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-12T20:30:30.488314] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-12T20:30:30.489069] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-12T20:30:30.489120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:30.489150] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:30.489176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:30.489231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:30.547912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:30.548612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:30.548688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:30.548719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:30.674810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:30.674968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:30.675009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:30.675038] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:30.678463] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-12-12T20:30:30.678802] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-12T20:30:30.678937] [INFO ] [sig       ] QBTS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:30.829347] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QBTS.txt
[2025-12-12T20:30:30.829531] [INFO ] [sig       ] [2649/3596] Completed QBTS in 0.4s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:30.829588] [INFO ] [sig       ] [2650/3596] Forecasting QCLN...
[2025-12-12T20:30:30.829621] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-12T20:30:30.829652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-12T20:30:30.842232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-12T20:30:30.842619] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-12T20:30:30.843563] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-12T20:30:30.843835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:30.843879] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:30.843907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:30.843967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:30.906941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:30.907895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:30.907980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:30.908011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:31.030435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:31.030609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:31.030649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:31.030678] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:31.034038] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-12T20:30:31.034335] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-12T20:30:31.034463] [INFO ] [sig       ] QCLN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:31.189204] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QCLN.txt
[2025-12-12T20:30:31.189381] [INFO ] [sig       ] [2650/3596] Completed QCLN in 0.4s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:31.189442] [INFO ] [sig       ] [2651/3596] Forecasting QCOM...
[2025-12-12T20:30:31.189486] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-12T20:30:31.189536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-12T20:30:31.202704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-12T20:30:31.203106] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-12T20:30:31.203937] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-12T20:30:31.203990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:31.204023] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:31.204051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:31.204108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:31.264709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:31.265606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:31.265687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:31.265719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:31.391985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:31.392144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:31.392183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:31.392245] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:31.395781] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-12T20:30:31.396144] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-12T20:30:31.396294] [INFO ] [sig       ] QCOM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:31.536963] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QCOM.txt
[2025-12-12T20:30:31.537126] [INFO ] [sig       ] [2651/3596] Completed QCOM in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:31.537165] [INFO ] [sig       ] [2652/3596] Forecasting QCRH...
[2025-12-12T20:30:31.537194] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-12T20:30:31.537224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-12T20:30:31.549013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-12T20:30:31.549438] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-12T20:30:31.550276] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-12T20:30:31.550328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:31.550360] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:31.550387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:31.550443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:31.613761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:31.614622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:31.614709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:31.614741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:31.748046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:31.748226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:31.748277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:31.748307] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:31.752173] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-12-12T20:30:31.752478] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-12T20:30:31.752651] [INFO ] [sig       ] QCRH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:31.902248] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QCRH.txt
[2025-12-12T20:30:31.902417] [INFO ] [sig       ] [2652/3596] Completed QCRH in 0.4s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:31.902465] [INFO ] [sig       ] [2653/3596] Forecasting QD...
[2025-12-12T20:30:31.902503] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-12T20:30:31.902540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-12T20:30:31.914837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-12T20:30:31.915182] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-12T20:30:31.915984] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-12T20:30:31.916038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:31.916069] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:31.916095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:31.916166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:31.976811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:31.977774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:31.977873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:31.977919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:32.095755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:32.095910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:32.095950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:32.095978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:32.099237] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2025-12-12T20:30:32.099506] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-12T20:30:32.099642] [INFO ] [sig       ] QD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:32.250320] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QD.txt
[2025-12-12T20:30:32.250492] [INFO ] [sig       ] [2653/3596] Completed QD in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:32.250531] [INFO ] [sig       ] [2654/3596] Forecasting QDEL...
[2025-12-12T20:30:32.250561] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-12T20:30:32.250623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-12T20:30:32.262168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-12T20:30:32.262561] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-12T20:30:32.263372] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-12T20:30:32.263425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:32.263456] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:32.263482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:32.263537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:32.322934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:32.323814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:32.323896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:32.323927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:32.446491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:32.446670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:32.446710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:32.446739] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:32.450612] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-12T20:30:32.450963] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-12T20:30:32.451098] [INFO ] [sig       ] QDEL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:32.606692] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QDEL.txt
[2025-12-12T20:30:32.606855] [INFO ] [sig       ] [2654/3596] Completed QDEL in 0.4s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:32.606896] [INFO ] [sig       ] [2655/3596] Forecasting QFIN...
[2025-12-12T20:30:32.606928] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-12T20:30:32.606959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-12T20:30:32.618488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-12T20:30:32.618890] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-12T20:30:32.619682] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-12T20:30:32.619736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:32.619769] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:32.619819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:32.619880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:32.678438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:32.679286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:32.679364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:32.679396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:32.803428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:32.803611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:32.803657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:32.803687] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:32.807117] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-12T20:30:32.807398] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-12T20:30:32.807522] [INFO ] [sig       ] QFIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:32.956663] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QFIN.txt
[2025-12-12T20:30:32.957033] [INFO ] [sig       ] [2655/3596] Completed QFIN in 0.4s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:32.957076] [INFO ] [sig       ] [2656/3596] Forecasting QGEN...
[2025-12-12T20:30:32.957110] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-12T20:30:32.957140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-12T20:30:32.969872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-12T20:30:32.970175] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-12T20:30:32.971002] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-12T20:30:32.971067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:32.971101] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:32.971128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:32.971184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:33.034587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:33.035424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:33.035507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:33.035541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:33.157740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:33.157889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:33.157928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:33.157956] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:33.161354] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-12T20:30:33.161645] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-12T20:30:33.161764] [INFO ] [sig       ] QGEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:33.300869] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QGEN.txt
[2025-12-12T20:30:33.300999] [INFO ] [sig       ] [2656/3596] Completed QGEN in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:33.301037] [INFO ] [sig       ] [2657/3596] Forecasting QLYS...
[2025-12-12T20:30:33.301066] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-12T20:30:33.301096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-12T20:30:33.313349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-12T20:30:33.313720] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-12T20:30:33.314552] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-12T20:30:33.314621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:33.314654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:33.314680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:33.314737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:33.371473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:33.372141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:33.372218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:33.372249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:33.492714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:33.492872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:33.492911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:33.492964] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:33.496256] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-12T20:30:33.496533] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-12T20:30:33.496669] [INFO ] [sig       ] QLYS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:33.633559] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QLYS.txt
[2025-12-12T20:30:33.633711] [INFO ] [sig       ] [2657/3596] Completed QLYS in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:33.633749] [INFO ] [sig       ] [2658/3596] Forecasting QMCO...
[2025-12-12T20:30:33.633778] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-12T20:30:33.633806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-12T20:30:33.646551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-12T20:30:33.646997] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-12T20:30:33.648053] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-12T20:30:33.648107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:33.648139] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:33.648165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:33.648222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:33.711142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:33.712056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:33.712170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:33.712204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:33.838626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:33.838780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:33.838821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:33.838857] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:33.842367] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-12T20:30:33.842664] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-12T20:30:33.842803] [INFO ] [sig       ] QMCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:33.986452] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QMCO.txt
[2025-12-12T20:30:33.986602] [INFO ] [sig       ] [2658/3596] Completed QMCO in 0.4s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:33.986643] [INFO ] [sig       ] [2659/3596] Forecasting QMOM...
[2025-12-12T20:30:33.986674] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-12T20:30:33.986704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-12T20:30:33.997975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-12T20:30:33.998303] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-12T20:30:33.999131] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-12T20:30:33.999183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:33.999214] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:33.999241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:33.999301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:34.058983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:34.059619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:34.059705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:34.059755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:34.181698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:34.181822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:34.181859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:34.181888] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:34.185209] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-12T20:30:34.185496] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-12T20:30:34.185655] [INFO ] [sig       ] QMOM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:34.326962] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QMOM.txt
[2025-12-12T20:30:34.327086] [INFO ] [sig       ] [2659/3596] Completed QMOM in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:34.327135] [INFO ] [sig       ] [2660/3596] Forecasting QNCX...
[2025-12-12T20:30:34.327173] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-12T20:30:34.327204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-12T20:30:34.339254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-12T20:30:34.339618] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-12T20:30:34.340428] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-12T20:30:34.340485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:34.340523] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:34.340554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:34.340652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:34.397889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:34.398743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:34.398820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:34.398852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:34.519128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:34.519291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:34.519329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:34.519358] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:34.522748] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-12T20:30:34.523027] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-12T20:30:34.523148] [INFO ] [sig       ] QNCX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:34.665157] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QNCX.txt
[2025-12-12T20:30:34.665320] [INFO ] [sig       ] [2660/3596] Completed QNCX in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:34.665358] [INFO ] [sig       ] [2661/3596] Forecasting QNTM...
[2025-12-12T20:30:34.665388] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-12T20:30:34.665418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-12T20:30:34.676984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-12T20:30:34.677250] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-12T20:30:34.678019] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-12T20:30:34.678069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:34.678101] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:34.678127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:34.678191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:34.735303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:34.736004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:34.736079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:34.736109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:34.858186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:34.858303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:34.858340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:34.858368] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:34.861567] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-12T20:30:34.861851] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-12T20:30:34.861969] [INFO ] [sig       ] QNTM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:34.999663] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QNTM.txt
[2025-12-12T20:30:34.999822] [INFO ] [sig       ] [2661/3596] Completed QNTM in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-12T20:30:34.999862] [INFO ] [sig       ] [2662/3596] Forecasting QQMG...
[2025-12-12T20:30:34.999890] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-12T20:30:34.999918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-12T20:30:35.010545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-12T20:30:35.010882] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-12T20:30:35.011642] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-12T20:30:35.011692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:35.011722] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:35.011748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:35.011803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:35.073178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:35.073977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:35.074051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:35.074104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:35.186639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:35.186772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:35.186810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:35.186838] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:35.190116] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-12T20:30:35.190382] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-12T20:30:35.190498] [INFO ] [sig       ] QQMG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:35.328381] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QQMG.txt
[2025-12-12T20:30:35.328520] [INFO ] [sig       ] [2662/3596] Completed QQMG in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-12T20:30:35.328557] [INFO ] [sig       ] [2663/3596] Forecasting QQQ...
[2025-12-12T20:30:35.328605] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-12T20:30:35.328636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-12T20:30:35.339790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-12T20:30:35.340116] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-12T20:30:35.340907] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-12T20:30:35.340958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:35.340988] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:35.341014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:35.341073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:35.397396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:35.398104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:35.398181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:35.398211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:35.521795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:35.521947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:35.521987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:35.522014] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:35.525327] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-12T20:30:35.525618] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-12T20:30:35.525739] [INFO ] [sig       ] QQQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:35.662248] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QQQ.txt
[2025-12-12T20:30:35.662387] [INFO ] [sig       ] [2663/3596] Completed QQQ in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-12T20:30:35.662426] [INFO ] [sig       ] [2664/3596] Forecasting QQQE...
[2025-12-12T20:30:35.662455] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-12T20:30:35.662485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-12T20:30:35.674278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-12T20:30:35.674604] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-12T20:30:35.675371] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-12T20:30:35.675423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:35.675455] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:35.675481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:35.675540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:35.734512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:35.735189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:35.735267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:35.735299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:35.851485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:35.851667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:35.851714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:35.851742] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:35.855108] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-12T20:30:35.855385] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-12T20:30:35.855504] [INFO ] [sig       ] QQQE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:35.992809] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QQQE.txt
[2025-12-12T20:30:35.992946] [INFO ] [sig       ] [2664/3596] Completed QQQE in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-12T20:30:35.992984] [INFO ] [sig       ] [2665/3596] Forecasting QQQI...
[2025-12-12T20:30:35.993014] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-12T20:30:35.993050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-12T20:30:36.003996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-12T20:30:36.004297] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-12T20:30:36.005073] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-12T20:30:36.005123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:36.005179] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:36.005207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:36.005262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:36.061714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:36.062437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:36.062515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:36.062550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:36.177984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:36.178140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:36.178179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:36.178206] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:36.181616] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2025-12-12T20:30:36.181909] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-12T20:30:36.182036] [INFO ] [sig       ] QQQI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:36.324551] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QQQI.txt
[2025-12-12T20:30:36.324722] [INFO ] [sig       ] [2665/3596] Completed QQQI in 0.3s | 2.86 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-12T20:30:36.324763] [INFO ] [sig       ] [2666/3596] Forecasting QQQJ...
[2025-12-12T20:30:36.324794] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-12T20:30:36.324825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-12T20:30:36.337388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-12T20:30:36.337957] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-12T20:30:36.339062] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-12T20:30:36.339125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:36.339171] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:36.339203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:36.339259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:36.402166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:36.403108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:36.403188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:36.403221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:36.534177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:36.534356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:36.534399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:36.534429] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:36.538295] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-12-12T20:30:36.538625] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-12T20:30:36.538753] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:36.678365] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QQQJ.txt
[2025-12-12T20:30:36.678517] [INFO ] [sig       ] [2666/3596] Completed QQQJ in 0.4s | 2.86 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-12T20:30:36.678556] [INFO ] [sig       ] [2667/3596] Forecasting QQQM...
[2025-12-12T20:30:36.678609] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-12T20:30:36.678641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-12T20:30:36.690382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-12T20:30:36.690668] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-12T20:30:36.691431] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-12T20:30:36.691481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:36.691512] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:36.691536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:36.691608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:36.750521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:36.751122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:36.751197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:36.751228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:36.869894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:36.870045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:36.870084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:36.870110] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:36.873391] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=41.45%)
[2025-12-12T20:30:36.873684] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-12T20:30:36.873802] [INFO ] [sig       ] QQQM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:37.010998] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QQQM.txt
[2025-12-12T20:30:37.011119] [INFO ] [sig       ] [2667/3596] Completed QQQM in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:37.011155] [INFO ] [sig       ] [2668/3596] Forecasting QQQX...
[2025-12-12T20:30:37.011183] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-12T20:30:37.011213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-12T20:30:37.024743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-12T20:30:37.025319] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-12T20:30:37.026309] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-12T20:30:37.026366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:37.026400] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:37.026428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:37.026487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:37.085039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:37.086230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:37.086336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:37.086372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:37.216767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:37.217017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:37.217084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:37.217188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:37.221625] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-12T20:30:37.221999] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-12T20:30:37.222150] [INFO ] [sig       ] QQQX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:37.378019] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QQQX.txt
[2025-12-12T20:30:37.378217] [INFO ] [sig       ] [2668/3596] Completed QQQX in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:37.378257] [INFO ] [sig       ] [2669/3596] Forecasting QQQY...
[2025-12-12T20:30:37.378288] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-12T20:30:37.378320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-12T20:30:37.391778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-12T20:30:37.392183] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-12T20:30:37.392993] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-12T20:30:37.393045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:37.393075] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:37.393100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:37.393155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:37.454064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:37.454961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:37.455054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:37.455087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:37.578160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:37.578310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:37.578355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:37.578387] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:37.581879] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-12T20:30:37.582161] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-12T20:30:37.582284] [INFO ] [sig       ] QQQY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:37.747447] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QQQY.txt
[2025-12-12T20:30:37.747684] [INFO ] [sig       ] [2669/3596] Completed QQQY in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:37.747732] [INFO ] [sig       ] [2670/3596] Forecasting QRHC...
[2025-12-12T20:30:37.747763] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-12T20:30:37.747802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-12T20:30:37.759935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-12T20:30:37.760334] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-12T20:30:37.761367] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-12T20:30:37.761420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:37.761451] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:37.761478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:37.761536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:37.823134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:37.824002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:37.824086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:37.824119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:37.943449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:37.943621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:37.943665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:37.943695] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:37.948345] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-12-12T20:30:37.948775] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-12T20:30:37.948933] [INFO ] [sig       ] QRHC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:38.104715] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QRHC.txt
[2025-12-12T20:30:38.104877] [INFO ] [sig       ] [2670/3596] Completed QRHC in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:38.104915] [INFO ] [sig       ] [2671/3596] Forecasting QRVO...
[2025-12-12T20:30:38.104944] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-12T20:30:38.104974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-12T20:30:38.116934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-12T20:30:38.117289] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-12T20:30:38.118078] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-12T20:30:38.118128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:38.118158] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:38.118183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:38.118237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:38.179101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:38.180112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:38.180205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:38.180237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:38.300743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:38.300900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:38.300939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:38.300966] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:38.304431] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-12T20:30:38.304761] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-12T20:30:38.304895] [INFO ] [sig       ] QRVO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:38.470653] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QRVO.txt
[2025-12-12T20:30:38.470825] [INFO ] [sig       ] [2671/3596] Completed QRVO in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:38.470866] [INFO ] [sig       ] [2672/3596] Forecasting QS...
[2025-12-12T20:30:38.470898] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-12T20:30:38.470929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-12T20:30:38.483307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-12T20:30:38.483773] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-12T20:30:38.484758] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-12T20:30:38.484811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:38.484842] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:38.484868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:38.484924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:38.547365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:38.548493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:38.548595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:38.548631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:38.681997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:38.682178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:38.682223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:38.682251] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:38.686285] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=40.73%)
[2025-12-12T20:30:38.686605] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-12T20:30:38.686737] [INFO ] [sig       ] QS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:38.845622] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QS.txt
[2025-12-12T20:30:38.846011] [INFO ] [sig       ] [2672/3596] Completed QS in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:38.846061] [INFO ] [sig       ] [2673/3596] Forecasting QSI...
[2025-12-12T20:30:38.846092] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-12T20:30:38.846122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-12T20:30:38.859006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-12T20:30:38.859407] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-12T20:30:38.860240] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-12T20:30:38.860369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:38.860406] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:38.860433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:38.860490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:38.924841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:38.925716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:38.925802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:38.925834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:39.055113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:39.055271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:39.055313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:39.055341] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:39.059196] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2025-12-12T20:30:39.059512] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-12T20:30:39.059667] [INFO ] [sig       ] QSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:39.221322] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QSI.txt
[2025-12-12T20:30:39.221484] [INFO ] [sig       ] [2673/3596] Completed QSI in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:39.221525] [INFO ] [sig       ] [2674/3596] Forecasting QTEC...
[2025-12-12T20:30:39.221556] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-12T20:30:39.221611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-12T20:30:39.233862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-12T20:30:39.234246] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-12T20:30:39.235034] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-12T20:30:39.235097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:39.235128] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:39.235154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:39.235209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:39.296955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:39.297939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:39.298035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:39.298069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:39.422319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:39.422474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:39.422512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:39.422542] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:39.426001] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-12T20:30:39.426306] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-12T20:30:39.426435] [INFO ] [sig       ] QTEC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:39.586800] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QTEC.txt
[2025-12-12T20:30:39.586957] [INFO ] [sig       ] [2674/3596] Completed QTEC in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:39.586995] [INFO ] [sig       ] [2675/3596] Forecasting QTRX...
[2025-12-12T20:30:39.587024] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-12T20:30:39.587055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-12T20:30:39.600211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-12T20:30:39.600616] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-12T20:30:39.601420] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-12T20:30:39.601472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:39.601503] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:39.601529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:39.601608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:39.663482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:39.664653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:39.664776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:39.664818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:39.792023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:39.792177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:39.792218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:39.792246] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:39.796009] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-12T20:30:39.796298] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-12T20:30:39.796424] [INFO ] [sig       ] QTRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:39.944740] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QTRX.txt
[2025-12-12T20:30:39.944900] [INFO ] [sig       ] [2675/3596] Completed QTRX in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:39.944939] [INFO ] [sig       ] [2676/3596] Forecasting QTTB...
[2025-12-12T20:30:39.944969] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-12T20:30:39.945005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-12T20:30:39.957312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-12T20:30:39.957711] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-12T20:30:39.958502] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-12T20:30:39.958555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:39.958607] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:39.958637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:39.958694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:40.016266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:40.017145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:40.017248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:40.017282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:40.138891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:40.139066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:40.139118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:40.139150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:40.142527] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=79.51%)
[2025-12-12T20:30:40.142825] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-12T20:30:40.142960] [INFO ] [sig       ] QTTB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:40.285839] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QTTB.txt
[2025-12-12T20:30:40.285995] [INFO ] [sig       ] [2676/3596] Completed QTTB in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:40.286033] [INFO ] [sig       ] [2677/3596] Forecasting QTUM...
[2025-12-12T20:30:40.286063] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-12T20:30:40.286093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-12T20:30:40.297332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-12T20:30:40.297720] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-12T20:30:40.298479] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-12T20:30:40.298530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:40.298561] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:40.298605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:40.298661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:40.358528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:40.359630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:40.359714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:40.359748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:40.480317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:40.480474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:40.480515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:40.480545] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:40.483994] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-12T20:30:40.484281] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-12T20:30:40.484409] [INFO ] [sig       ] QTUM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:40.626500] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QTUM.txt
[2025-12-12T20:30:40.626672] [INFO ] [sig       ] [2677/3596] Completed QTUM in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:40.626720] [INFO ] [sig       ] [2678/3596] Forecasting QTWO...
[2025-12-12T20:30:40.626750] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-12T20:30:40.626781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-12T20:30:40.638112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-12T20:30:40.638440] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-12T20:30:40.639210] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-12T20:30:40.639261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:40.639294] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:40.639320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:40.639375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:40.697745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:40.698633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:40.698717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:40.698750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:40.823296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:40.823443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:40.823481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:40.823509] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:40.826882] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-12T20:30:40.827163] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-12T20:30:40.827285] [INFO ] [sig       ] QTWO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:40.974561] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QTWO.txt
[2025-12-12T20:30:40.974768] [INFO ] [sig       ] [2678/3596] Completed QTWO in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-12T20:30:40.974811] [INFO ] [sig       ] [2679/3596] Forecasting QUAD...
[2025-12-12T20:30:40.974842] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-12T20:30:40.974873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-12T20:30:40.986003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-12T20:30:40.986338] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-12T20:30:40.987144] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-12T20:30:40.987197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:40.987229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:40.987255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:40.987311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:41.045920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:41.046758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:41.046836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:41.046867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:41.170626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:41.170782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:41.170824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:41.170853] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:41.174332] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-12T20:30:41.174686] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-12T20:30:41.174818] [INFO ] [sig       ] QUAD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:41.319653] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QUAD.txt
[2025-12-12T20:30:41.319826] [INFO ] [sig       ] [2679/3596] Completed QUAD in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-12T20:30:41.319869] [INFO ] [sig       ] [2680/3596] Forecasting QUIK...
[2025-12-12T20:30:41.319899] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-12T20:30:41.319929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-12T20:30:41.331319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-12T20:30:41.331682] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-12T20:30:41.332478] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-12T20:30:41.332530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:41.332561] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:41.332611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:41.332667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:41.392294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:41.393202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:41.393286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:41.393318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:41.518528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:41.518705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:41.518748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:41.518776] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:41.522380] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-12T20:30:41.522710] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-12T20:30:41.522866] [INFO ] [sig       ] QUIK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:41.670048] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QUIK.txt
[2025-12-12T20:30:41.670208] [INFO ] [sig       ] [2680/3596] Completed QUIK in 0.4s | 2.86 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-12T20:30:41.670251] [INFO ] [sig       ] [2681/3596] Forecasting QURE...
[2025-12-12T20:30:41.670283] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-12T20:30:41.670315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-12T20:30:41.682384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-12T20:30:41.682794] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-12T20:30:41.683672] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-12T20:30:41.683726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:41.683760] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:41.683787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:41.683845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:41.745503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:41.746386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:41.746469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:41.746501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:41.869126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:41.869282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:41.869340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:41.869370] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:41.872795] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-12T20:30:41.873067] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-12T20:30:41.873190] [INFO ] [sig       ] QURE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:42.014799] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QURE.txt
[2025-12-12T20:30:42.014958] [INFO ] [sig       ] [2681/3596] Completed QURE in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-12T20:30:42.014997] [INFO ] [sig       ] [2682/3596] Forecasting QVAL...
[2025-12-12T20:30:42.015025] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-12T20:30:42.015057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-12T20:30:42.026428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-12T20:30:42.026774] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-12T20:30:42.027606] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-12T20:30:42.027663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:42.027722] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:42.027751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:42.027809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:42.086325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:42.087211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:42.087293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:42.087325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:42.202802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:42.202960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:42.202999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:42.203027] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:42.206360] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-12-12T20:30:42.206676] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-12T20:30:42.206802] [INFO ] [sig       ] QVAL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:42.351099] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QVAL.txt
[2025-12-12T20:30:42.351266] [INFO ] [sig       ] [2682/3596] Completed QVAL in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-12T20:30:42.351307] [INFO ] [sig       ] [2683/3596] Forecasting QVCC...
[2025-12-12T20:30:42.351338] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-12T20:30:42.351378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-12T20:30:42.363652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-12T20:30:42.364040] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-12T20:30:42.364850] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-12T20:30:42.364901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:42.364933] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:42.364959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:42.365014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:42.422763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:42.423619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:42.423698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:42.423730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:42.548130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:42.548312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:42.548377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:42.548424] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:42.551998] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2025-12-12T20:30:42.552292] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-12T20:30:42.552423] [INFO ] [sig       ] QVCC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:42.700115] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QVCC.txt
[2025-12-12T20:30:42.700268] [INFO ] [sig       ] [2683/3596] Completed QVCC in 0.3s | 2.86 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-12T20:30:42.700307] [INFO ] [sig       ] [2684/3596] Forecasting QYLD...
[2025-12-12T20:30:42.700336] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-12T20:30:42.700368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-12T20:30:42.712084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-12T20:30:42.712464] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-12T20:30:42.713303] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-12T20:30:42.713357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:42.713391] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:42.713419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:42.713476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:42.775991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:42.776895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:42.776975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:42.777007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:42.894607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:42.894748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:42.894785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:42.894813] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:42.898073] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-12-12T20:30:42.898343] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-12T20:30:42.898461] [INFO ] [sig       ] QYLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:43.037049] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/QYLD.txt
[2025-12-12T20:30:43.037177] [INFO ] [sig       ] [2684/3596] Completed QYLD in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:43.037214] [INFO ] [sig       ] [2685/3596] Forecasting QYLG...
[2025-12-12T20:30:43.037242] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-12T20:30:43.037274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-12T20:30:43.048312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-12T20:30:43.048587] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-12T20:30:43.049340] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-12T20:30:43.049391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:43.049433] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:43.049460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:43.049516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:43.105415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:43.106034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:43.106107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:43.106138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:43.221133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:43.221259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:43.221296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:43.221352] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:43.224538] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=27.55%)
[2025-12-12T20:30:43.224825] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-12T20:30:43.224945] [INFO ] [sig       ] QYLG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:43.362364] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/QYLG.txt
[2025-12-12T20:30:43.362493] [INFO ] [sig       ] [2685/3596] Completed QYLG in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:43.362530] [INFO ] [sig       ] [2686/3596] Forecasting RA...
[2025-12-12T20:30:43.362559] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-12T20:30:43.362610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-12T20:30:43.375001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-12T20:30:43.375413] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-12T20:30:43.376277] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-12T20:30:43.376332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:43.376364] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:43.376390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:43.376446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:43.435816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:43.436727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:43.436815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:43.436847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:43.561731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:43.561893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:43.561933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:43.561962] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:43.565311] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-12T20:30:43.565625] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-12T20:30:43.565752] [INFO ] [sig       ] RA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:43.725009] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RA.txt
[2025-12-12T20:30:43.725394] [INFO ] [sig       ] [2686/3596] Completed RA in 0.4s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:43.725436] [INFO ] [sig       ] [2687/3596] Forecasting RACE...
[2025-12-12T20:30:43.725466] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-12T20:30:43.725497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-12T20:30:43.737882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-12T20:30:43.738257] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-12T20:30:43.739099] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-12T20:30:43.739152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:43.739184] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:43.739211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:43.739268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:43.801302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:43.802192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:43.802281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:43.802316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:43.929848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:43.930199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:43.930237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:43.930264] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:43.933828] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-12T20:30:43.934100] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-12T20:30:43.934220] [INFO ] [sig       ] RACE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:44.075388] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RACE.txt
[2025-12-12T20:30:44.075544] [INFO ] [sig       ] [2687/3596] Completed RACE in 0.4s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:44.075603] [INFO ] [sig       ] [2688/3596] Forecasting RAIL...
[2025-12-12T20:30:44.075635] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-12T20:30:44.075669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-12T20:30:44.087142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-12T20:30:44.087489] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-12T20:30:44.088334] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-12T20:30:44.088387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:44.088418] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:44.088445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:44.088501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:44.148770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:44.149613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:44.149694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:44.149727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:44.275954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:44.276110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:44.276149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:44.276176] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:44.279493] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-12T20:30:44.279788] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-12T20:30:44.280134] [INFO ] [sig       ] RAIL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:44.423980] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RAIL.txt
[2025-12-12T20:30:44.424125] [INFO ] [sig       ] [2688/3596] Completed RAIL in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:44.424171] [INFO ] [sig       ] [2689/3596] Forecasting RAMP...
[2025-12-12T20:30:44.424200] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-12T20:30:44.424233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-12T20:30:44.436046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-12T20:30:44.436352] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-12T20:30:44.437148] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-12T20:30:44.437199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:44.437231] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:44.437257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:44.437314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:44.498690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:44.499604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:44.499681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:44.499712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:44.621153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:44.621300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:44.621338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:44.621367] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:44.624879] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-12T20:30:44.625156] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-12T20:30:44.625283] [INFO ] [sig       ] RAMP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:44.769867] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RAMP.txt
[2025-12-12T20:30:44.770033] [INFO ] [sig       ] [2689/3596] Completed RAMP in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:44.770072] [INFO ] [sig       ] [2690/3596] Forecasting RAPP...
[2025-12-12T20:30:44.770100] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-12T20:30:44.770130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-12T20:30:44.781310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-12T20:30:44.781643] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-12T20:30:44.782431] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-12T20:30:44.782482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:44.782513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:44.782540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:44.782618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:44.839022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:44.839651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:44.839725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:44.839767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:44.959439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:44.959607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:44.959650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:44.959680] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:44.963099] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-12T20:30:44.963377] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-12T20:30:44.963518] [INFO ] [sig       ] RAPP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:45.109842] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RAPP.txt
[2025-12-12T20:30:45.110158] [INFO ] [sig       ] [2690/3596] Completed RAPP in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:45.110196] [INFO ] [sig       ] [2691/3596] Forecasting RARE...
[2025-12-12T20:30:45.110224] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-12T20:30:45.110254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-12T20:30:45.121562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-12T20:30:45.121853] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-12T20:30:45.122716] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-12T20:30:45.122780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:45.122819] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:45.122852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:45.122910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:45.181688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:45.182678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:45.182758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:45.182792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:45.312152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:45.312343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:45.312418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:45.312453] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:45.316098] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2025-12-12T20:30:45.316387] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-12T20:30:45.316513] [INFO ] [sig       ] RARE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:45.463185] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RARE.txt
[2025-12-12T20:30:45.463327] [INFO ] [sig       ] [2691/3596] Completed RARE in 0.4s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:45.463365] [INFO ] [sig       ] [2692/3596] Forecasting RAVE...
[2025-12-12T20:30:45.463394] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-12T20:30:45.463424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-12T20:30:45.474428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-12T20:30:45.474741] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-12T20:30:45.475537] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-12T20:30:45.475606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:45.475640] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:45.475668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:45.475735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:45.534240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:45.535016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:45.535119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:45.535153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:45.646599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:45.646752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:45.646831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:45.646861] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:45.650176] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2025-12-12T20:30:45.650448] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-12T20:30:45.650588] [INFO ] [sig       ] RAVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:45.787854] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RAVE.txt
[2025-12-12T20:30:45.787982] [INFO ] [sig       ] [2692/3596] Completed RAVE in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:45.788019] [INFO ] [sig       ] [2693/3596] Forecasting RAY...
[2025-12-12T20:30:45.788049] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-12T20:30:45.788080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-12T20:30:45.799785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-12T20:30:45.800103] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-12T20:30:45.800940] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-12T20:30:45.801003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:45.801038] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:45.801066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:45.801122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:45.858970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:45.859848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:45.859928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:45.859962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:45.972965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:45.973130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:45.973180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:45.973211] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:45.976618] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=43.64%)
[2025-12-12T20:30:45.976906] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-12T20:30:45.977030] [INFO ] [sig       ] RAY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:46.118800] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RAY.txt
[2025-12-12T20:30:46.118942] [INFO ] [sig       ] [2693/3596] Completed RAY in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:46.118981] [INFO ] [sig       ] [2694/3596] Forecasting RBA...
[2025-12-12T20:30:46.119010] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-12T20:30:46.119041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-12T20:30:46.134012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-12T20:30:46.134504] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-12T20:30:46.135348] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-12T20:30:46.135402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:46.135432] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:46.135457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:46.135512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:46.195946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:46.196964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:46.197080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:46.197113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:46.326925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:46.327118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:46.327168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:46.327199] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:46.330671] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-12T20:30:46.330960] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-12T20:30:46.331080] [INFO ] [sig       ] RBA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:46.475466] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RBA.txt
[2025-12-12T20:30:46.475617] [INFO ] [sig       ] [2694/3596] Completed RBA in 0.4s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:46.475656] [INFO ] [sig       ] [2695/3596] Forecasting RBB...
[2025-12-12T20:30:46.475685] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-12T20:30:46.475715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-12T20:30:46.488230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-12T20:30:46.488619] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-12T20:30:46.489408] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-12T20:30:46.489460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:46.489492] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:46.489518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:46.489592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:46.546879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:46.547495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:46.547569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:46.547619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:46.667965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:46.668113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:46.668153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:46.668182] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:46.671448] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-12T20:30:46.671743] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-12T20:30:46.671863] [INFO ] [sig       ] RBB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:46.807473] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RBB.txt
[2025-12-12T20:30:46.807677] [INFO ] [sig       ] [2695/3596] Completed RBB in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-12T20:30:46.807719] [INFO ] [sig       ] [2696/3596] Forecasting RBBN...
[2025-12-12T20:30:46.807748] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-12T20:30:46.807780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-12T20:30:46.818829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-12T20:30:46.819129] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-12T20:30:46.819945] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-12T20:30:46.819998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:46.820030] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:46.820065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:46.820122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:46.878590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:46.879292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:46.879368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:46.879400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:46.996848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:46.997005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:46.997044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:46.997072] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:47.000450] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-12T20:30:47.000758] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-12T20:30:47.000886] [INFO ] [sig       ] RBBN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:47.142784] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RBBN.txt
[2025-12-12T20:30:47.142932] [INFO ] [sig       ] [2696/3596] Completed RBBN in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-12T20:30:47.142970] [INFO ] [sig       ] [2697/3596] Forecasting RBC...
[2025-12-12T20:30:47.143000] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-12T20:30:47.143030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-12T20:30:47.154519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-12T20:30:47.154852] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-12T20:30:47.155666] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-12T20:30:47.155718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:47.155750] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:47.155778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:47.155833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:47.214984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:47.215700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:47.215799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:47.215839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:47.336445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:47.336619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:47.336659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:47.336688] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:47.340380] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=63.81%)
[2025-12-12T20:30:47.340671] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-12T20:30:47.340805] [INFO ] [sig       ] RBC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:47.481211] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RBC.txt
[2025-12-12T20:30:47.481357] [INFO ] [sig       ] [2697/3596] Completed RBC in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-12T20:30:47.481395] [INFO ] [sig       ] [2698/3596] Forecasting RBCAA...
[2025-12-12T20:30:47.481423] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-12T20:30:47.481453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-12T20:30:47.492189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-12T20:30:47.492467] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-12T20:30:47.493299] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-12T20:30:47.493351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:47.493383] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:47.493410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:47.493465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:47.552843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:47.553558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:47.553655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:47.553689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:47.667458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:47.667633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:47.667675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:47.667705] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:47.671124] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-12-12T20:30:47.671402] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-12T20:30:47.671522] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:47.812883] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RBCAA.txt
[2025-12-12T20:30:47.813050] [INFO ] [sig       ] [2698/3596] Completed RBCAA in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-12T20:30:47.813089] [INFO ] [sig       ] [2699/3596] Forecasting RBLX...
[2025-12-12T20:30:47.813116] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-12T20:30:47.813149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-12T20:30:47.824717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-12T20:30:47.825112] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-12T20:30:47.825901] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-12T20:30:47.825953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:47.826011] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:47.826038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:47.826095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:47.887401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:47.888177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:47.888271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:47.888304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:48.008808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:48.008970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:48.009011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:48.009039] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:48.012395] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-12T20:30:48.012691] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-12T20:30:48.012812] [INFO ] [sig       ] RBLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:48.152265] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RBLX.txt
[2025-12-12T20:30:48.152429] [INFO ] [sig       ] [2699/3596] Completed RBLX in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-12T20:30:48.152469] [INFO ] [sig       ] [2700/3596] Forecasting RC...
[2025-12-12T20:30:48.152506] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-12T20:30:48.152540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-12T20:30:48.164160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-12T20:30:48.164488] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-12T20:30:48.165307] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-12T20:30:48.165360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:48.165391] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:48.165418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:48.165473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:48.226091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:48.227162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:48.227242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:48.227275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:48.348093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:48.348242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:48.348281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:48.348309] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:48.351722] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=58.46%)
[2025-12-12T20:30:48.352028] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-12T20:30:48.352150] [INFO ] [sig       ] RC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:48.493553] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RC.txt
[2025-12-12T20:30:48.493702] [INFO ] [sig       ] [2700/3596] Completed RC in 0.3s | 2.86 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-12T20:30:48.493739] [INFO ] [sig       ] [2701/3596] Forecasting RCEL...
[2025-12-12T20:30:48.493768] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-12T20:30:48.493797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-12T20:30:48.505006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-12T20:30:48.505280] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-12T20:30:48.506042] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-12T20:30:48.506093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:48.506124] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:48.506150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:48.506204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:48.562481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:48.563210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:48.563286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:48.563317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:48.686975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:48.687151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:48.687190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:48.687218] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:48.690717] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-12-12T20:30:48.691017] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-12T20:30:48.691155] [INFO ] [sig       ] RCEL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:48.828395] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RCEL.txt
[2025-12-12T20:30:48.828527] [INFO ] [sig       ] [2701/3596] Completed RCEL in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:48.828566] [INFO ] [sig       ] [2702/3596] Forecasting RCI...
[2025-12-12T20:30:48.828614] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-12T20:30:48.828645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-12T20:30:48.839186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-12T20:30:48.839450] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-12T20:30:48.840352] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-12T20:30:48.840404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:48.840435] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:48.840459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:48.840514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:48.898030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:48.898654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:48.898729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:48.898762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:49.020270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:49.020421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:49.020460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:49.020516] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:49.023869] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-12-12T20:30:49.024151] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-12T20:30:49.024268] [INFO ] [sig       ] RCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:49.161590] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RCI.txt
[2025-12-12T20:30:49.161717] [INFO ] [sig       ] [2702/3596] Completed RCI in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:49.161755] [INFO ] [sig       ] [2703/3596] Forecasting RCKY...
[2025-12-12T20:30:49.161784] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-12T20:30:49.161814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-12T20:30:49.173970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-12T20:30:49.174325] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-12T20:30:49.175124] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-12T20:30:49.175175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:49.175206] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:49.175231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:49.175286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:49.233088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:49.233776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:49.233856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:49.233889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:49.355927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:49.356081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:49.356123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:49.356167] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:49.359499] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-12-12T20:30:49.359797] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-12T20:30:49.359945] [INFO ] [sig       ] RCKY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:49.510296] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RCKY.txt
[2025-12-12T20:30:49.510468] [INFO ] [sig       ] [2703/3596] Completed RCKY in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:49.510508] [INFO ] [sig       ] [2704/3596] Forecasting RCL...
[2025-12-12T20:30:49.510538] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-12T20:30:49.510584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-12T20:30:49.522177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-12T20:30:49.522451] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-12T20:30:49.523223] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-12T20:30:49.523275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:49.523305] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:49.523330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:49.523385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:49.580687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:49.581376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:49.581450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:49.581482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:49.698517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:49.698673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:49.698710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:49.698737] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:49.702055] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-12T20:30:49.702324] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-12T20:30:49.702438] [INFO ] [sig       ] RCL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:49.839550] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RCL.txt
[2025-12-12T20:30:49.839766] [INFO ] [sig       ] [2704/3596] Completed RCL in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:49.839817] [INFO ] [sig       ] [2705/3596] Forecasting RCS...
[2025-12-12T20:30:49.839848] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-12T20:30:49.839882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-12T20:30:49.851165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-12T20:30:49.851437] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-12T20:30:49.852199] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-12T20:30:49.852250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:49.852279] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:49.852305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:49.852359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:49.909874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:49.910473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:49.910548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:49.910596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:50.026140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:50.026299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:50.026338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:50.026366] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:50.029642] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2025-12-12T20:30:50.029943] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-12T20:30:50.030062] [INFO ] [sig       ] RCS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:50.168384] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RCS.txt
[2025-12-12T20:30:50.168515] [INFO ] [sig       ] [2705/3596] Completed RCS in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:50.168553] [INFO ] [sig       ] [2706/3596] Forecasting RCUS...
[2025-12-12T20:30:50.168600] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-12T20:30:50.168632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-12T20:30:50.180734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-12T20:30:50.180991] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-12T20:30:50.181739] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-12T20:30:50.181789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:50.181820] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:50.181845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:50.181899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:50.238026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:50.238614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:50.238686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:50.238718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:50.361205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:50.361357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:50.361396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:50.361423] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:50.364739] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-12-12T20:30:50.365006] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-12T20:30:50.365122] [INFO ] [sig       ] RCUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:50.503280] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RCUS.txt
[2025-12-12T20:30:50.503399] [INFO ] [sig       ] [2706/3596] Completed RCUS in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:50.503437] [INFO ] [sig       ] [2707/3596] Forecasting RDCM...
[2025-12-12T20:30:50.503472] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-12T20:30:50.503503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-12T20:30:50.515306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-12T20:30:50.515561] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-12T20:30:50.516312] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-12T20:30:50.516362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:50.516392] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:50.516418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:50.516484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:50.573415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:50.573990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:50.574063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:50.574094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:50.689818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:50.689937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:50.689980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:50.690014] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:50.693219] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-12T20:30:50.693482] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-12T20:30:50.693614] [INFO ] [sig       ] RDCM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:50.832919] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RDCM.txt
[2025-12-12T20:30:50.833036] [INFO ] [sig       ] [2707/3596] Completed RDCM in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:50.833072] [INFO ] [sig       ] [2708/3596] Forecasting RDHL...
[2025-12-12T20:30:50.833100] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-12T20:30:50.833128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-12T20:30:50.844438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-12T20:30:50.844754] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-12T20:30:50.845510] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-12T20:30:50.845560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:50.845613] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:50.845640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:50.845696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:50.902280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:50.902862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:50.902943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:50.902974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:51.022646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:51.022839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:51.022886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:51.022914] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:51.026348] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-12T20:30:51.026632] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-12T20:30:51.026755] [INFO ] [sig       ] RDHL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:51.166654] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RDHL.txt
[2025-12-12T20:30:51.166795] [INFO ] [sig       ] [2708/3596] Completed RDHL in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:51.166833] [INFO ] [sig       ] [2709/3596] Forecasting RDVY...
[2025-12-12T20:30:51.166861] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-12T20:30:51.166891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-12T20:30:51.179324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-12T20:30:51.179716] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-12T20:30:51.180501] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-12T20:30:51.180564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:51.180616] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:51.180643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:51.180699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:51.237373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:51.238651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:51.238756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:51.238788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:51.358357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:51.358476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:51.358512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:51.358540] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:51.361709] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=51.44%)
[2025-12-12T20:30:51.361986] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-12T20:30:51.362104] [INFO ] [sig       ] RDVY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:51.498424] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RDVY.txt
[2025-12-12T20:30:51.498533] [INFO ] [sig       ] [2709/3596] Completed RDVY in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:51.498585] [INFO ] [sig       ] [2710/3596] Forecasting RDY...
[2025-12-12T20:30:51.498617] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-12T20:30:51.498648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-12T20:30:51.510001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-12T20:30:51.510459] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-12T20:30:51.511252] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-12T20:30:51.511302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:51.511333] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:51.511359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:51.511414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:51.568905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:51.569481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:51.569559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:51.569608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:51.689846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:51.689985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:51.690027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:51.690055] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:51.693280] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-12T20:30:51.693540] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-12T20:30:51.693674] [INFO ] [sig       ] RDY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:51.834691] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RDY.txt
[2025-12-12T20:30:51.834807] [INFO ] [sig       ] [2710/3596] Completed RDY in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:51.834844] [INFO ] [sig       ] [2711/3596] Forecasting REAL...
[2025-12-12T20:30:51.834874] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-12T20:30:51.834911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-12T20:30:51.849892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-12T20:30:51.850333] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-12T20:30:51.851388] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-12T20:30:51.851454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:51.851495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:51.851534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:51.851627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:51.913727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:51.914660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:51.914743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:51.914774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:52.036694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:52.036859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:52.036899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:52.036926] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:52.040445] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-12-12T20:30:52.040749] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-12T20:30:52.040872] [INFO ] [sig       ] REAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:52.178288] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/REAL.txt
[2025-12-12T20:30:52.178425] [INFO ] [sig       ] [2711/3596] Completed REAL in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:52.178463] [INFO ] [sig       ] [2712/3596] Forecasting REAX...
[2025-12-12T20:30:52.178492] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-12T20:30:52.178523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-12T20:30:52.190311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-12T20:30:52.190636] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-12T20:30:52.191402] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-12T20:30:52.191452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:52.191483] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:52.191509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:52.191563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:52.248127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:52.248725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:52.248800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:52.248831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:52.367246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:52.367360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:52.367396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:52.367423] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:52.371089] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-12T20:30:52.371357] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-12T20:30:52.371475] [INFO ] [sig       ] REAX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:52.509430] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/REAX.txt
[2025-12-12T20:30:52.509586] [INFO ] [sig       ] [2712/3596] Completed REAX in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-12T20:30:52.509627] [INFO ] [sig       ] [2713/3596] Forecasting REBN...
[2025-12-12T20:30:52.509655] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-12T20:30:52.509686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-12T20:30:52.520704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-12T20:30:52.520979] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-12T20:30:52.521743] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-12T20:30:52.521793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:52.521824] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:52.521850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:52.521917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:52.578721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:52.579479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:52.579552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:52.579599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:52.697476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:52.697596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:52.697631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:52.697658] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:52.700726] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-12T20:30:52.701007] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-12T20:30:52.701137] [INFO ] [sig       ] REBN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:52.837904] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/REBN.txt
[2025-12-12T20:30:52.838039] [INFO ] [sig       ] [2713/3596] Completed REBN in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-12T20:30:52.838083] [INFO ] [sig       ] [2714/3596] Forecasting REFI...
[2025-12-12T20:30:52.838110] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-12T20:30:52.838140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-12T20:30:52.849772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-12T20:30:52.850064] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-12T20:30:52.850818] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-12T20:30:52.850868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:52.850899] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:52.850925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:52.850980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:52.908081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:52.908673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:52.908745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:52.908775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:53.028803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:53.028945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:53.028989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:53.029018] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:53.032247] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-12T20:30:53.032534] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-12T20:30:53.032671] [INFO ] [sig       ] REFI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:53.168741] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/REFI.txt
[2025-12-12T20:30:53.168856] [INFO ] [sig       ] [2714/3596] Completed REFI in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-12T20:30:53.168893] [INFO ] [sig       ] [2715/3596] Forecasting REG...
[2025-12-12T20:30:53.168927] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-12T20:30:53.168957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-12T20:30:53.179982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-12T20:30:53.180229] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-12T20:30:53.180978] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-12T20:30:53.181028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:53.181060] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:53.181086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:53.181141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:53.236509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:53.237099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:53.237172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:53.237203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:53.355285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:53.355389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:53.355425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:53.355453] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:53.358562] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=61.33%)
[2025-12-12T20:30:53.358912] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-12T20:30:53.359031] [INFO ] [sig       ] REG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:53.496536] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/REG.txt
[2025-12-12T20:30:53.496668] [INFO ] [sig       ] [2715/3596] Completed REG in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-12T20:30:53.496706] [INFO ] [sig       ] [2716/3596] Forecasting REGN...
[2025-12-12T20:30:53.496739] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-12T20:30:53.496769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-12T20:30:53.507826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-12T20:30:53.508093] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-12T20:30:53.508875] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-12T20:30:53.508932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:53.508990] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:53.509017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:53.509072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:53.565799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:53.566369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:53.566442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:53.566472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:53.684781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:53.684952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:53.684996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:53.685024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:53.688338] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-12T20:30:53.688636] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-12T20:30:53.688765] [INFO ] [sig       ] REGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:53.825361] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/REGN.txt
[2025-12-12T20:30:53.825491] [INFO ] [sig       ] [2716/3596] Completed REGN in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-12T20:30:53.825529] [INFO ] [sig       ] [2717/3596] Forecasting RELL...
[2025-12-12T20:30:53.825557] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-12T20:30:53.825605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-12T20:30:53.836703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-12T20:30:53.836979] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-12T20:30:53.837743] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-12T20:30:53.837793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:53.837824] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:53.837849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:53.837904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:53.895142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:53.895755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:53.895829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:53.895859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:54.014879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:54.015035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:54.015076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:54.015103] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:54.018427] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-12T20:30:54.018721] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-12T20:30:54.018840] [INFO ] [sig       ] RELL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:54.156256] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RELL.txt
[2025-12-12T20:30:54.156395] [INFO ] [sig       ] [2717/3596] Completed RELL in 0.3s | 2.86 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-12T20:30:54.156433] [INFO ] [sig       ] [2718/3596] Forecasting RELX...
[2025-12-12T20:30:54.156462] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-12T20:30:54.156493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-12T20:30:54.168509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-12T20:30:54.168884] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-12T20:30:54.169686] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-12T20:30:54.169737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:54.169768] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:54.169793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:54.169866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:54.229977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:54.231148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:54.231252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:54.231302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:54.367084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:54.367244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:54.367288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:54.367318] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:54.371031] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-12T20:30:54.371362] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-12T20:30:54.371496] [INFO ] [sig       ] RELX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:54.518741] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RELX.txt
[2025-12-12T20:30:54.518907] [INFO ] [sig       ] [2718/3596] Completed RELX in 0.4s | 2.86 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-12T20:30:54.518945] [INFO ] [sig       ] [2719/3596] Forecasting RELY...
[2025-12-12T20:30:54.518975] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-12T20:30:54.519006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-12T20:30:54.532457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-12T20:30:54.532871] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-12T20:30:54.533894] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-12T20:30:54.533965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:54.534016] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:54.534056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:54.534122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:54.597532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:54.598471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:54.598565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:54.598620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:54.733938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:54.734108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:54.734151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:54.734217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:54.737907] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-12T20:30:54.738266] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-12T20:30:54.738401] [INFO ] [sig       ] RELY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:54.895097] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RELY.txt
[2025-12-12T20:30:54.895263] [INFO ] [sig       ] [2719/3596] Completed RELY in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:54.895306] [INFO ] [sig       ] [2720/3596] Forecasting REPL...
[2025-12-12T20:30:54.895338] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-12T20:30:54.895371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-12T20:30:54.907695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-12T20:30:54.908083] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-12T20:30:54.909017] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-12T20:30:54.909096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:54.909153] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:54.909182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:54.909239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:54.979928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:54.980877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:54.980969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:54.981010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:55.105469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:55.105647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:55.105688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:55.105716] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:55.109060] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=66.23%)
[2025-12-12T20:30:55.109333] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-12T20:30:55.109452] [INFO ] [sig       ] REPL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:55.251097] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/REPL.txt
[2025-12-12T20:30:55.251262] [INFO ] [sig       ] [2720/3596] Completed REPL in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:55.251491] [INFO ] [sig       ] [2721/3596] Forecasting RERE...
[2025-12-12T20:30:55.251519] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-12T20:30:55.251549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-12T20:30:55.265674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-12T20:30:55.266185] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-12T20:30:55.267187] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-12T20:30:55.267242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:55.267276] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:55.267302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:55.267362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:55.329216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:55.330474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:55.330596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:55.330633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:55.456871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:55.457103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:55.457150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:55.457181] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:55.461211] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-12T20:30:55.461545] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-12T20:30:55.461752] [INFO ] [sig       ] RERE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:55.606979] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RERE.txt
[2025-12-12T20:30:55.607183] [INFO ] [sig       ] [2721/3596] Completed RERE in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:55.607235] [INFO ] [sig       ] [2722/3596] Forecasting RES...
[2025-12-12T20:30:55.607266] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-12T20:30:55.607299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-12T20:30:55.621073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-12T20:30:55.621566] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-12T20:30:55.622662] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-12T20:30:55.622715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:55.622750] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:55.622775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:55.622833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:55.682762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:55.683875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:55.683971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:55.684005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:55.809367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:55.809647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:55.809715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:55.809761] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:55.814789] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-12T20:30:55.815199] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-12T20:30:55.815358] [INFO ] [sig       ] RES: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:55.957641] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RES.txt
[2025-12-12T20:30:55.957852] [INFO ] [sig       ] [2722/3596] Completed RES in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:55.957894] [INFO ] [sig       ] [2723/3596] Forecasting REVG...
[2025-12-12T20:30:55.957924] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-12T20:30:55.957959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-12T20:30:55.972781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-12T20:30:55.973369] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-12T20:30:55.974531] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-12T20:30:55.974616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:55.974653] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:55.974682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:55.974742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:56.036118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:56.037233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:56.037328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:56.037364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:56.181267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:56.181427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:56.181468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:56.181498] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:56.185084] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-12-12T20:30:56.185377] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-12T20:30:56.185510] [INFO ] [sig       ] REVG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:56.328994] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/REVG.txt
[2025-12-12T20:30:56.329157] [INFO ] [sig       ] [2723/3596] Completed REVG in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:56.329208] [INFO ] [sig       ] [2724/3596] Forecasting REX...
[2025-12-12T20:30:56.329240] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-12T20:30:56.329271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-12T20:30:56.341594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-12T20:30:56.341877] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-12T20:30:56.342688] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-12T20:30:56.342740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:56.342773] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:56.342800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:56.342857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:56.404484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:56.405145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:56.405235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:56.405274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:56.525740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:56.525890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:56.525930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:56.525959] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:56.529335] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=38.59%)
[2025-12-12T20:30:56.529634] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-12T20:30:56.529760] [INFO ] [sig       ] REX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:56.671808] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/REX.txt
[2025-12-12T20:30:56.671942] [INFO ] [sig       ] [2724/3596] Completed REX in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:56.671980] [INFO ] [sig       ] [2725/3596] Forecasting REYN...
[2025-12-12T20:30:56.672010] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-12T20:30:56.672045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-12T20:30:56.684537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-12T20:30:56.684837] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-12T20:30:56.685618] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-12T20:30:56.685668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:56.685699] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:56.685725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:56.685779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:56.744116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:56.744870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:56.744951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:56.744983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:56.863552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:56.863737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:56.863776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:56.863806] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:56.867171] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-12T20:30:56.867450] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-12T20:30:56.867607] [INFO ] [sig       ] REYN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:57.007893] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/REYN.txt
[2025-12-12T20:30:57.008046] [INFO ] [sig       ] [2725/3596] Completed REYN in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:57.008092] [INFO ] [sig       ] [2726/3596] Forecasting REZI...
[2025-12-12T20:30:57.008128] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-12T20:30:57.008162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-12T20:30:57.019746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-12T20:30:57.020058] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-12T20:30:57.020851] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-12T20:30:57.020902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:57.020934] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:57.020962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:57.021020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:57.080815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:57.081548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:57.081674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:57.081721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:57.200101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:57.200261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:57.200300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:57.200331] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:57.204105] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-12T20:30:57.204382] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-12T20:30:57.204504] [INFO ] [sig       ] REZI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:57.346449] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/REZI.txt
[2025-12-12T20:30:57.346602] [INFO ] [sig       ] [2726/3596] Completed REZI in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:57.346641] [INFO ] [sig       ] [2727/3596] Forecasting RF...
[2025-12-12T20:30:57.346671] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-12T20:30:57.346701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-12T20:30:57.358058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-12T20:30:57.358341] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-12T20:30:57.359130] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-12T20:30:57.359184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:57.359216] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:57.359243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:57.359299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:57.418122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:57.418846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:57.418922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:57.418954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:57.546141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:57.546288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:57.546342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:57.546372] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:57.549631] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-12T20:30:57.549929] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-12T20:30:57.550066] [INFO ] [sig       ] RF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:57.691073] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RF.txt
[2025-12-12T20:30:57.691208] [INFO ] [sig       ] [2727/3596] Completed RF in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:57.691245] [INFO ] [sig       ] [2728/3596] Forecasting RFI...
[2025-12-12T20:30:57.691273] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-12T20:30:57.691303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-12T20:30:57.703846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-12T20:30:57.704225] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-12T20:30:57.705115] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-12T20:30:57.705180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:57.705212] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:57.705238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:57.705482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:57.767491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:57.768446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:57.768533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:57.768566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:57.886840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:57.887006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:57.887047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:57.887074] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:57.890705] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-12-12T20:30:57.891064] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-12T20:30:57.891213] [INFO ] [sig       ] RFI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:58.041527] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RFI.txt
[2025-12-12T20:30:58.041712] [INFO ] [sig       ] [2728/3596] Completed RFI in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:58.041752] [INFO ] [sig       ] [2729/3596] Forecasting RFL...
[2025-12-12T20:30:58.041781] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-12T20:30:58.041813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-12T20:30:58.053947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-12T20:30:58.054326] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-12T20:30:58.055127] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-12T20:30:58.055180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:58.055212] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:58.055239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:58.055295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:58.115326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:58.116199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:58.116302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:58.116336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:58.239862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:58.240027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:58.240069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:58.240098] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:58.243936] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-12T20:30:58.244256] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-12T20:30:58.244392] [INFO ] [sig       ] RFL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:58.405365] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RFL.txt
[2025-12-12T20:30:58.405558] [INFO ] [sig       ] [2729/3596] Completed RFL in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-12T20:30:58.405619] [INFO ] [sig       ] [2730/3596] Forecasting RFM...
[2025-12-12T20:30:58.405649] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-12T20:30:58.405678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-12T20:30:58.417930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-12T20:30:58.418318] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-12T20:30:58.419098] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-12T20:30:58.419150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:58.419181] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:58.419208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:58.419264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:58.483473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:58.484332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:58.484412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:58.484445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:58.597132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:58.597283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:58.597324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:58.597353] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:58.601226] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-12-12T20:30:58.601511] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-12T20:30:58.601654] [INFO ] [sig       ] RFM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:58.756425] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RFM.txt
[2025-12-12T20:30:58.756584] [INFO ] [sig       ] [2730/3596] Completed RFM in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-12T20:30:58.756625] [INFO ] [sig       ] [2731/3596] Forecasting RFMZ...
[2025-12-12T20:30:58.756655] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-12T20:30:58.756685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-12T20:30:58.768967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-12T20:30:58.769356] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-12T20:30:58.770279] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-12T20:30:58.770337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:58.770369] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:58.770412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:58.770470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:58.833150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:58.834000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:58.834080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:58.834112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:58.951852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:58.952003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:58.952043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:58.952073] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:58.955646] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-12T20:30:58.955923] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-12T20:30:58.956042] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:59.103135] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RFMZ.txt
[2025-12-12T20:30:59.103295] [INFO ] [sig       ] [2731/3596] Completed RFMZ in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-12T20:30:59.103331] [INFO ] [sig       ] [2732/3596] Forecasting RGA...
[2025-12-12T20:30:59.103359] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-12T20:30:59.103390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-12T20:30:59.114978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-12T20:30:59.115321] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-12T20:30:59.116115] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-12T20:30:59.116177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:59.116215] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:59.116240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:59.116295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:59.178832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:59.179918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:59.180001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:59.180034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:59.307220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:59.307364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:59.307402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:59.307429] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:59.311043] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-12-12T20:30:59.311311] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-12T20:30:59.311430] [INFO ] [sig       ] RGA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:30:59.450684] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RGA.txt
[2025-12-12T20:30:59.450810] [INFO ] [sig       ] [2732/3596] Completed RGA in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-12T20:30:59.450848] [INFO ] [sig       ] [2733/3596] Forecasting RGCO...
[2025-12-12T20:30:59.450877] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-12T20:30:59.450907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-12T20:30:59.464030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-12T20:30:59.464552] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-12T20:30:59.465548] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-12T20:30:59.465621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:59.465678] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:59.465705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:59.465761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:59.531859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:59.532942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:59.533022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:59.533056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:59.641405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:59.641562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:59.641621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:59.641651] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:30:59.645286] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-12T20:30:59.645619] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-12T20:30:59.645752] [INFO ] [sig       ] RGCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:30:59.793740] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RGCO.txt
[2025-12-12T20:30:59.793889] [INFO ] [sig       ] [2733/3596] Completed RGCO in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-12T20:30:59.793928] [INFO ] [sig       ] [2734/3596] Forecasting RGEN...
[2025-12-12T20:30:59.793956] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-12T20:30:59.793987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-12T20:30:59.810206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-12T20:30:59.810869] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-12T20:30:59.811937] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-12T20:30:59.812003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:30:59.812059] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:30:59.812112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:30:59.812217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:30:59.875969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:30:59.877055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:30:59.877134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:30:59.877166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:30:59.999674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:30:59.999852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:30:59.999894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:30:59.999922] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:00.003242] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-12T20:31:00.003521] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-12T20:31:00.003663] [INFO ] [sig       ] RGEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:00.147234] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RGEN.txt
[2025-12-12T20:31:00.147387] [INFO ] [sig       ] [2734/3596] Completed RGEN in 0.4s | 2.86 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-12T20:31:00.147427] [INFO ] [sig       ] [2735/3596] Forecasting RGLD...
[2025-12-12T20:31:00.147458] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-12T20:31:00.147495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-12T20:31:00.158600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-12T20:31:00.158937] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-12T20:31:00.159725] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-12T20:31:00.159776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:00.159831] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:00.159858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:00.159913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:00.217692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:00.218535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:00.218638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:00.218672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:00.338047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:00.338203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:00.338244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:00.338272] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:00.341592] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-12T20:31:00.341867] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-12T20:31:00.341986] [INFO ] [sig       ] RGLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:00.480537] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RGLD.txt
[2025-12-12T20:31:00.480705] [INFO ] [sig       ] [2735/3596] Completed RGLD in 0.3s | 2.86 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-12T20:31:00.480745] [INFO ] [sig       ] [2736/3596] Forecasting RGNX...
[2025-12-12T20:31:00.480774] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-12T20:31:00.480806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-12T20:31:00.494683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-12T20:31:00.495007] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-12T20:31:00.495775] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-12T20:31:00.495826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:00.495857] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:00.495883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:00.495938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:00.556783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:00.557689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:00.557773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:00.557806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:00.678864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:00.679016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:00.679054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:00.679118] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:00.682616] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=21.11%)
[2025-12-12T20:31:00.682898] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-12T20:31:00.683023] [INFO ] [sig       ] RGNX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:00.824030] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RGNX.txt
[2025-12-12T20:31:00.824167] [INFO ] [sig       ] [2736/3596] Completed RGNX in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:00.824206] [INFO ] [sig       ] [2737/3596] Forecasting RGP...
[2025-12-12T20:31:00.824235] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-12T20:31:00.824266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-12T20:31:00.835772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-12T20:31:00.836097] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-12T20:31:00.836895] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-12T20:31:00.836949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:00.836992] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:00.837025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:00.837082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:00.898965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:00.899684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:00.899762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:00.899795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:01.022530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:01.022711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:01.022751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:01.022779] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:01.026370] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-12T20:31:01.026727] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-12T20:31:01.026863] [INFO ] [sig       ] RGP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:01.171837] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RGP.txt
[2025-12-12T20:31:01.171995] [INFO ] [sig       ] [2737/3596] Completed RGP in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:01.172035] [INFO ] [sig       ] [2738/3596] Forecasting RGS...
[2025-12-12T20:31:01.172065] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-12T20:31:01.172095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-12T20:31:01.184216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-12T20:31:01.184560] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-12T20:31:01.185540] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-12T20:31:01.185619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:01.185653] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:01.185679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:01.185734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:01.244053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:01.244899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:01.244977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:01.245009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:01.354205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:01.354366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:01.354618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:01.354650] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:01.358004] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-12T20:31:01.358347] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-12T20:31:01.358485] [INFO ] [sig       ] RGS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:01.500165] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RGS.txt
[2025-12-12T20:31:01.500326] [INFO ] [sig       ] [2738/3596] Completed RGS in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:01.500554] [INFO ] [sig       ] [2739/3596] Forecasting RGTI...
[2025-12-12T20:31:01.500604] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-12T20:31:01.500636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-12T20:31:01.512274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-12T20:31:01.512629] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-12T20:31:01.513408] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-12T20:31:01.513458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:01.513489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:01.513514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:01.513569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:01.570306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:01.571181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:01.571264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:01.571295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:01.695130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:01.695278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:01.695317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:01.695345] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:01.699614] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-12T20:31:01.699920] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-12T20:31:01.700048] [INFO ] [sig       ] RGTI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:01.865885] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RGTI.txt
[2025-12-12T20:31:01.866049] [INFO ] [sig       ] [2739/3596] Completed RGTI in 0.4s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:01.866088] [INFO ] [sig       ] [2740/3596] Forecasting RH...
[2025-12-12T20:31:01.866121] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-12T20:31:01.866156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-12T20:31:01.879193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-12T20:31:01.879599] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-12T20:31:01.880748] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-12T20:31:01.880802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:01.880835] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:01.880861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:01.880917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:01.939883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:01.940751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:01.940831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:01.940865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:02.069296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:02.069455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:02.069496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:02.069525] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:02.073289] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-12T20:31:02.073591] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-12T20:31:02.073724] [INFO ] [sig       ] RH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:02.219310] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RH.txt
[2025-12-12T20:31:02.219468] [INFO ] [sig       ] [2740/3596] Completed RH in 0.4s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:02.219507] [INFO ] [sig       ] [2741/3596] Forecasting RHI...
[2025-12-12T20:31:02.219535] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-12T20:31:02.219567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-12T20:31:02.230639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-12T20:31:02.230955] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-12T20:31:02.231809] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-12T20:31:02.231862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:02.231892] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:02.231919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:02.231978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:02.291405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:02.292291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:02.292376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:02.292409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:02.421562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:02.421734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:02.421774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:02.421802] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:02.425127] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-12T20:31:02.425406] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-12T20:31:02.425526] [INFO ] [sig       ] RHI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:02.568299] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RHI.txt
[2025-12-12T20:31:02.568452] [INFO ] [sig       ] [2741/3596] Completed RHI in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:02.568490] [INFO ] [sig       ] [2742/3596] Forecasting RHP...
[2025-12-12T20:31:02.568519] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-12T20:31:02.568549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-12T20:31:02.579828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-12T20:31:02.580139] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-12T20:31:02.580929] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-12T20:31:02.580980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:02.581010] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:02.581036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:02.581091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:02.638413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:02.639117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:02.639193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:02.639225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:02.759702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:02.759883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:02.759927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:02.759956] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:02.763904] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-12T20:31:02.764194] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-12T20:31:02.764323] [INFO ] [sig       ] RHP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:02.920005] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RHP.txt
[2025-12-12T20:31:02.920163] [INFO ] [sig       ] [2742/3596] Completed RHP in 0.4s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:02.920214] [INFO ] [sig       ] [2743/3596] Forecasting RICK...
[2025-12-12T20:31:02.920249] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-12T20:31:02.920290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-12T20:31:02.931876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-12T20:31:02.932220] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-12T20:31:02.933044] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-12T20:31:02.933096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:02.933128] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:02.933157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:02.933214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:02.996415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:02.997256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:02.997564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:02.997614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:03.125827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:03.125994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:03.126041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:03.126071] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:03.129721] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-12T20:31:03.130037] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-12T20:31:03.130167] [INFO ] [sig       ] RICK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:03.275590] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RICK.txt
[2025-12-12T20:31:03.275738] [INFO ] [sig       ] [2743/3596] Completed RICK in 0.4s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:03.275779] [INFO ] [sig       ] [2744/3596] Forecasting RIG...
[2025-12-12T20:31:03.275810] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-12T20:31:03.275841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-12T20:31:03.286914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-12T20:31:03.287226] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-12T20:31:03.288020] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-12T20:31:03.288085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:03.288118] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:03.288145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:03.288208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:03.346367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:03.347216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:03.347294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:03.347327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:03.466400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:03.466550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:03.466605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:03.466636] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:03.469941] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-12T20:31:03.470213] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-12T20:31:03.470330] [INFO ] [sig       ] RIG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:03.610871] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RIG.txt
[2025-12-12T20:31:03.611003] [INFO ] [sig       ] [2744/3596] Completed RIG in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:03.611041] [INFO ] [sig       ] [2745/3596] Forecasting RIGL...
[2025-12-12T20:31:03.611070] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-12T20:31:03.611099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-12T20:31:03.623706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-12T20:31:03.623989] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-12T20:31:03.624754] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-12T20:31:03.624805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:03.624835] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:03.624861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:03.624915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:03.681119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:03.681796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:03.681872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:03.681904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:03.798589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:03.798733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:03.798770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:03.798797] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:03.802116] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-12-12T20:31:03.802388] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-12T20:31:03.802508] [INFO ] [sig       ] RIGL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:03.940333] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RIGL.txt
[2025-12-12T20:31:03.940472] [INFO ] [sig       ] [2745/3596] Completed RIGL in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:03.940510] [INFO ] [sig       ] [2746/3596] Forecasting RILY...
[2025-12-12T20:31:03.940540] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-12T20:31:03.940590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-12T20:31:03.950985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-12T20:31:03.951272] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-12T20:31:03.952039] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-12T20:31:03.952090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:03.952121] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:03.952147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:03.952201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:04.009271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:04.010985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:04.011080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:04.011112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:04.128992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:04.129135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:04.129180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:04.129213] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:04.132533] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-12T20:31:04.132821] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-12T20:31:04.132938] [INFO ] [sig       ] RILY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:04.270509] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RILY.txt
[2025-12-12T20:31:04.270694] [INFO ] [sig       ] [2746/3596] Completed RILY in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-12T20:31:04.270735] [INFO ] [sig       ] [2747/3596] Forecasting RILYN...
[2025-12-12T20:31:04.270765] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-12T20:31:04.270795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-12T20:31:04.281630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-12T20:31:04.281895] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-12T20:31:04.282693] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-12T20:31:04.282750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:04.282781] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:04.282807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:04.282862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:04.342035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:04.342780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:04.342855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:04.342887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:04.457011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:04.457144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:04.457182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:04.457211] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:04.460591] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-12T20:31:04.460868] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-12T20:31:04.460988] [INFO ] [sig       ] RILYN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:04.601641] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RILYN.txt
[2025-12-12T20:31:04.601774] [INFO ] [sig       ] [2747/3596] Completed RILYN in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-12T20:31:04.601817] [INFO ] [sig       ] [2748/3596] Forecasting RILYZ...
[2025-12-12T20:31:04.601847] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-12T20:31:04.601878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-12T20:31:04.613122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-12T20:31:04.613442] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-12T20:31:04.614300] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-12T20:31:04.614359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:04.614392] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:04.614420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:04.614477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:04.672958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:04.673721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:04.673797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:04.673827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:04.792714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:04.792858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:04.792897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:04.792925] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:04.796307] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-12T20:31:04.796592] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-12T20:31:04.796709] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:04.945166] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RILYZ.txt
[2025-12-12T20:31:04.945323] [INFO ] [sig       ] [2748/3596] Completed RILYZ in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-12T20:31:04.945369] [INFO ] [sig       ] [2749/3596] Forecasting RIME...
[2025-12-12T20:31:04.945398] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-12T20:31:04.945428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-12T20:31:04.957122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-12T20:31:04.957437] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-12T20:31:04.958209] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-12T20:31:04.958261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:04.958292] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:04.958319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:04.958374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:05.016945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:05.017813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:05.017892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:05.017924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:05.143782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:05.143932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:05.143970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:05.144000] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:05.147810] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-12T20:31:05.148116] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-12T20:31:05.148244] [INFO ] [sig       ] RIME: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:05.288964] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RIME.txt
[2025-12-12T20:31:05.289134] [INFO ] [sig       ] [2749/3596] Completed RIME in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-12T20:31:05.289181] [INFO ] [sig       ] [2750/3596] Forecasting RING...
[2025-12-12T20:31:05.289219] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-12T20:31:05.289258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-12T20:31:05.300603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-12T20:31:05.300983] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-12T20:31:05.301874] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-12T20:31:05.301929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:05.301989] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:05.302018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:05.302078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:05.361235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:05.362103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:05.362188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:05.362222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:05.485129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:05.485292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:05.485339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:05.485374] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:05.488645] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-12T20:31:05.488916] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-12T20:31:05.489035] [INFO ] [sig       ] RING: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:05.687147] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RING.txt
[2025-12-12T20:31:05.687323] [INFO ] [sig       ] [2750/3596] Completed RING in 0.4s | 2.86 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-12T20:31:05.687549] [INFO ] [sig       ] [2751/3596] Forecasting RIO...
[2025-12-12T20:31:05.687598] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-12T20:31:05.687630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-12T20:31:05.700565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-12T20:31:05.701037] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-12T20:31:05.701998] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-12T20:31:05.702058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:05.702090] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:05.702119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:05.702176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:05.761630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:05.762455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:05.762536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:05.762568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:05.889404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:05.889587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:05.889641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:05.889671] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:05.893022] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=33.53%)
[2025-12-12T20:31:05.893308] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-12T20:31:05.893434] [INFO ] [sig       ] RIO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:06.031704] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RIO.txt
[2025-12-12T20:31:06.031885] [INFO ] [sig       ] [2751/3596] Completed RIO in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-12T20:31:06.031926] [INFO ] [sig       ] [2752/3596] Forecasting RITM...
[2025-12-12T20:31:06.031956] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-12T20:31:06.031987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-12T20:31:06.043909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-12T20:31:06.044303] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-12T20:31:06.045156] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-12T20:31:06.045214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:06.045254] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:06.045287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:06.045357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:06.102656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:06.103492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:06.103590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:06.103625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:06.221354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:06.221504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:06.221542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:06.221588] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:06.225007] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=45.45%)
[2025-12-12T20:31:06.225358] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-12T20:31:06.225504] [INFO ] [sig       ] RITM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:06.365367] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RITM.txt
[2025-12-12T20:31:06.365522] [INFO ] [sig       ] [2752/3596] Completed RITM in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-12T20:31:06.365559] [INFO ] [sig       ] [2753/3596] Forecasting RIVN...
[2025-12-12T20:31:06.365609] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-12T20:31:06.365644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-12T20:31:06.377901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-12T20:31:06.378286] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-12T20:31:06.379129] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-12T20:31:06.379183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:06.379215] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:06.379242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:06.379299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:06.442760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:06.443593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:06.443674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:06.443707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:06.566107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:06.566253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:06.566293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:06.566353] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:06.569736] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-12T20:31:06.570047] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-12T20:31:06.570170] [INFO ] [sig       ] RIVN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:06.708411] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RIVN.txt
[2025-12-12T20:31:06.708553] [INFO ] [sig       ] [2753/3596] Completed RIVN in 0.3s | 2.86 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-12T20:31:06.708612] [INFO ] [sig       ] [2754/3596] Forecasting RKLB...
[2025-12-12T20:31:06.708643] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-12T20:31:06.708673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-12T20:31:06.719995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-12T20:31:06.720292] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-12T20:31:06.721073] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-12T20:31:06.721126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:06.721157] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:06.721189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:06.721264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:06.780021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:06.780725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:06.780804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:06.780839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:06.903140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:06.903299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:06.903341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:06.903370] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:06.906849] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-12T20:31:06.907153] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-12T20:31:06.907304] [INFO ] [sig       ] RKLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:07.060192] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RKLB.txt
[2025-12-12T20:31:07.060356] [INFO ] [sig       ] [2754/3596] Completed RKLB in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:07.060396] [INFO ] [sig       ] [2755/3596] Forecasting RL...
[2025-12-12T20:31:07.060427] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-12T20:31:07.060457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-12T20:31:07.073155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-12T20:31:07.073633] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-12T20:31:07.074447] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-12T20:31:07.074501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:07.074547] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:07.074596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:07.074656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:07.138315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:07.139430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:07.139514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:07.139547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:07.263690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:07.263840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:07.263879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:07.263908] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:07.267258] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=80.07%)
[2025-12-12T20:31:07.267535] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-12T20:31:07.267673] [INFO ] [sig       ] RL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:07.412012] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RL.txt
[2025-12-12T20:31:07.412149] [INFO ] [sig       ] [2755/3596] Completed RL in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:07.412187] [INFO ] [sig       ] [2756/3596] Forecasting RLAY...
[2025-12-12T20:31:07.412216] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-12T20:31:07.412247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-12T20:31:07.424073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-12T20:31:07.424468] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-12T20:31:07.425312] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-12T20:31:07.425368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:07.425399] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:07.425425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:07.425482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:07.484469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:07.485290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:07.485370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:07.485401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:07.615215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:07.615373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:07.615411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:07.615438] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:07.618820] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-12-12T20:31:07.619089] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-12T20:31:07.619208] [INFO ] [sig       ] RLAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:07.756214] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RLAY.txt
[2025-12-12T20:31:07.756339] [INFO ] [sig       ] [2756/3596] Completed RLAY in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:07.756376] [INFO ] [sig       ] [2757/3596] Forecasting RLI...
[2025-12-12T20:31:07.756404] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-12T20:31:07.756433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-12T20:31:07.767858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-12T20:31:07.768129] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-12T20:31:07.768881] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-12T20:31:07.768931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:07.768962] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:07.768988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:07.769042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:07.826713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:07.827293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:07.827368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:07.827399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:07.950196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:07.950346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:07.950383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:07.950411] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:07.953992] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-12-12T20:31:07.954259] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-12T20:31:07.954384] [INFO ] [sig       ] RLI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:08.095160] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RLI.txt
[2025-12-12T20:31:08.095281] [INFO ] [sig       ] [2757/3596] Completed RLI in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:08.095318] [INFO ] [sig       ] [2758/3596] Forecasting RLJ...
[2025-12-12T20:31:08.095347] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-12T20:31:08.095376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-12T20:31:08.108333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-12T20:31:08.108929] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-12T20:31:08.109747] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-12T20:31:08.109799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:08.109856] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:08.109882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:08.109935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:08.169805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:08.170634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:08.170717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:08.170749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:08.297369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:08.297526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:08.297567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:08.297615] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:08.301135] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=55.59%)
[2025-12-12T20:31:08.301459] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-12T20:31:08.301613] [INFO ] [sig       ] RLJ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:08.445758] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RLJ.txt
[2025-12-12T20:31:08.445900] [INFO ] [sig       ] [2758/3596] Completed RLJ in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:08.445946] [INFO ] [sig       ] [2759/3596] Forecasting RLMD...
[2025-12-12T20:31:08.445978] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-12T20:31:08.446011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-12T20:31:08.457219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-12T20:31:08.457590] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-12T20:31:08.458433] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-12T20:31:08.458489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:08.458519] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:08.458546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:08.458618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:08.518771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:08.519601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:08.519680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:08.519713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:08.645331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:08.645484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:08.645522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:08.645549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:08.648881] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-12T20:31:08.649172] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-12T20:31:08.649295] [INFO ] [sig       ] RLMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:08.793354] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RLMD.txt
[2025-12-12T20:31:08.793496] [INFO ] [sig       ] [2759/3596] Completed RLMD in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:08.793535] [INFO ] [sig       ] [2760/3596] Forecasting RLTY...
[2025-12-12T20:31:08.793565] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-12T20:31:08.793615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-12T20:31:08.805451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-12T20:31:08.805963] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-12T20:31:08.806910] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-12T20:31:08.806961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:08.806991] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:08.807017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:08.807071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:08.869081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:08.869961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:08.870074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:08.870108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:08.995749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:08.995922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:08.995962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:08.995990] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:08.999340] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-12T20:31:08.999662] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-12T20:31:08.999841] [INFO ] [sig       ] RLTY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:09.149720] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RLTY.txt
[2025-12-12T20:31:09.149907] [INFO ] [sig       ] [2760/3596] Completed RLTY in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:09.149948] [INFO ] [sig       ] [2761/3596] Forecasting RLX...
[2025-12-12T20:31:09.149979] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-12T20:31:09.150008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-12T20:31:09.161259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-12T20:31:09.161619] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-12T20:31:09.162421] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-12T20:31:09.162475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:09.162507] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:09.162533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:09.162610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:09.222860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:09.223718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:09.223799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:09.223833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:09.347431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:09.347603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:09.347645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:09.347674] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:09.351623] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-12T20:31:09.351930] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-12T20:31:09.352062] [INFO ] [sig       ] RLX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:09.501044] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RLX.txt
[2025-12-12T20:31:09.501201] [INFO ] [sig       ] [2761/3596] Completed RLX in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:09.501241] [INFO ] [sig       ] [2762/3596] Forecasting RM...
[2025-12-12T20:31:09.501275] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-12T20:31:09.501314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-12T20:31:09.513298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-12T20:31:09.513630] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-12T20:31:09.514435] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-12T20:31:09.514490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:09.514522] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:09.514549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:09.514623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:09.584335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:09.585362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:09.585472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:09.585516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:09.721438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:09.721805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:09.721854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:09.721902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:09.726206] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-12T20:31:09.726560] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-12T20:31:09.726880] [INFO ] [sig       ] RM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:09.878010] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RM.txt
[2025-12-12T20:31:09.878169] [INFO ] [sig       ] [2762/3596] Completed RM in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:09.878210] [INFO ] [sig       ] [2763/3596] Forecasting RMAX...
[2025-12-12T20:31:09.878241] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-12T20:31:09.878271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-12T20:31:09.890776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-12T20:31:09.891162] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-12T20:31:09.892036] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-12T20:31:09.892089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:09.892120] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:09.892147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:09.892203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:09.952708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:09.953619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:09.953701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:09.953734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:10.080404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:10.080553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:10.080614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:10.080654] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:10.084073] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-12T20:31:10.084355] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-12T20:31:10.084476] [INFO ] [sig       ] RMAX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:10.222586] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RMAX.txt
[2025-12-12T20:31:10.222746] [INFO ] [sig       ] [2763/3596] Completed RMAX in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:10.222786] [INFO ] [sig       ] [2764/3596] Forecasting RMBI...
[2025-12-12T20:31:10.222816] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-12T20:31:10.222846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-12T20:31:10.233512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-12T20:31:10.233819] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-12T20:31:10.234565] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-12T20:31:10.234633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:10.234665] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:10.234691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:10.234756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:10.292094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:10.292789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:10.292865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:10.292911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:10.402930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:10.403083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:10.403124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:10.403153] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:10.406746] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-12T20:31:10.407044] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-12T20:31:10.407173] [INFO ] [sig       ] RMBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:10.554380] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RMBI.txt
[2025-12-12T20:31:10.554538] [INFO ] [sig       ] [2764/3596] Completed RMBI in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-12T20:31:10.554604] [INFO ] [sig       ] [2765/3596] Forecasting RMBS...
[2025-12-12T20:31:10.554639] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-12T20:31:10.554671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-12T20:31:10.566089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-12T20:31:10.566396] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-12T20:31:10.567191] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-12T20:31:10.567243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:10.567275] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:10.567302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:10.567359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:10.628601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:10.629272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:10.629353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:10.629385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:10.745211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:10.745365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:10.745412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:10.745447] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:10.749096] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-12T20:31:10.749375] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-12T20:31:10.749503] [INFO ] [sig       ] RMBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:10.898474] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RMBS.txt
[2025-12-12T20:31:10.898816] [INFO ] [sig       ] [2765/3596] Completed RMBS in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-12T20:31:10.898856] [INFO ] [sig       ] [2766/3596] Forecasting RMD...
[2025-12-12T20:31:10.898886] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-12T20:31:10.898916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-12T20:31:10.910181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-12T20:31:10.910465] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-12T20:31:10.911471] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-12T20:31:10.911525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:10.911558] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:10.911813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:10.911872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:10.974825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:10.975698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:10.975795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:10.975828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:11.104428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:11.104596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:11.104639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:11.104670] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:11.108366] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-12T20:31:11.108665] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-12T20:31:11.108790] [INFO ] [sig       ] RMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:11.253837] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RMD.txt
[2025-12-12T20:31:11.253974] [INFO ] [sig       ] [2766/3596] Completed RMD in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-12T20:31:11.254013] [INFO ] [sig       ] [2767/3596] Forecasting RMI...
[2025-12-12T20:31:11.254042] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-12T20:31:11.254072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-12T20:31:11.266760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-12T20:31:11.267120] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-12T20:31:11.267941] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-12T20:31:11.267994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:11.268055] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:11.268083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:11.268139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:11.327404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:11.328310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:11.328395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:11.328427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:11.447123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:11.447278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:11.447318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:11.447347] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:11.450988] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=59.06%)
[2025-12-12T20:31:11.451272] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-12T20:31:11.451395] [INFO ] [sig       ] RMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:11.595280] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RMI.txt
[2025-12-12T20:31:11.595429] [INFO ] [sig       ] [2767/3596] Completed RMI in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-12T20:31:11.595468] [INFO ] [sig       ] [2768/3596] Forecasting RMM...
[2025-12-12T20:31:11.595499] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-12T20:31:11.595530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-12T20:31:11.610938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-12T20:31:11.611356] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-12T20:31:11.612219] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-12T20:31:11.612272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:11.612303] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:11.612330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:11.612396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:11.672864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:11.673923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:11.674012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:11.674049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:11.806660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:11.806814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:11.806856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:11.806885] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:11.811271] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-12-12T20:31:11.811725] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-12T20:31:11.812093] [INFO ] [sig       ] RMM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:11.959636] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RMM.txt
[2025-12-12T20:31:11.959787] [INFO ] [sig       ] [2768/3596] Completed RMM in 0.4s | 2.86 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-12T20:31:11.959848] [INFO ] [sig       ] [2769/3596] Forecasting RMMZ...
[2025-12-12T20:31:11.959886] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-12T20:31:11.959921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-12T20:31:11.971966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-12T20:31:11.972303] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-12T20:31:11.973131] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-12T20:31:11.973182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:11.973213] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:11.973239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:11.973294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:12.036371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:12.037265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:12.037349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:12.037388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:12.153237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:12.153439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:12.153484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:12.153514] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:12.156994] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-12T20:31:12.157291] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-12T20:31:12.157420] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:12.297846] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RMMZ.txt
[2025-12-12T20:31:12.298005] [INFO ] [sig       ] [2769/3596] Completed RMMZ in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-12T20:31:12.298045] [INFO ] [sig       ] [2770/3596] Forecasting RMNI...
[2025-12-12T20:31:12.298075] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-12T20:31:12.298113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-12T20:31:12.309373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-12T20:31:12.309728] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-12T20:31:12.310503] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-12T20:31:12.310553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:12.310608] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:12.310635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:12.310690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:12.367468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:12.368320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:12.368402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:12.368434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:12.491541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:12.491707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:12.491747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:12.491810] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:12.495215] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-12T20:31:12.495502] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-12T20:31:12.495701] [INFO ] [sig       ] RMNI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:12.642927] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RMNI.txt
[2025-12-12T20:31:12.643081] [INFO ] [sig       ] [2770/3596] Completed RMNI in 0.3s | 2.86 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-12T20:31:12.643121] [INFO ] [sig       ] [2771/3596] Forecasting RNA...
[2025-12-12T20:31:12.643151] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-12T20:31:12.643181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-12T20:31:12.655071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-12T20:31:12.655442] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-12T20:31:12.656223] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-12T20:31:12.656275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:12.656305] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:12.656331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:12.656386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:12.714899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:12.715780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:12.715865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:12.715897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:12.836483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:12.836658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:12.836699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:12.836728] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:12.840096] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-12T20:31:12.840382] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-12T20:31:12.840531] [INFO ] [sig       ] RNA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:12.989769] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RNA.txt
[2025-12-12T20:31:12.989972] [INFO ] [sig       ] [2771/3596] Completed RNA in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:12.990012] [INFO ] [sig       ] [2772/3596] Forecasting RNAC...
[2025-12-12T20:31:12.990041] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-12T20:31:12.990071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-12T20:31:13.001703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-12T20:31:13.002076] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-12T20:31:13.002853] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-12T20:31:13.002904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:13.002935] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:13.002961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:13.003016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:13.060828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:13.061662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:13.061741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:13.061773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:13.179563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:13.179734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:13.179776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:13.179804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:13.183123] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2025-12-12T20:31:13.183394] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-12T20:31:13.183514] [INFO ] [sig       ] RNAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:13.323379] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RNAC.txt
[2025-12-12T20:31:13.323536] [INFO ] [sig       ] [2772/3596] Completed RNAC in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:13.323592] [INFO ] [sig       ] [2773/3596] Forecasting RNAZ...
[2025-12-12T20:31:13.323625] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-12T20:31:13.323657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-12T20:31:13.337281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-12T20:31:13.337777] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-12T20:31:13.338846] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-12T20:31:13.338900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:13.338950] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:13.338979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:13.339038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:13.398471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:13.399708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:13.399831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:13.399868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:13.521271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:13.521511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:13.521557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:13.521605] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:13.526488] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-12-12T20:31:13.526839] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-12T20:31:13.526978] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:13.674707] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RNAZ.txt
[2025-12-12T20:31:13.674882] [INFO ] [sig       ] [2773/3596] Completed RNAZ in 0.4s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:13.674922] [INFO ] [sig       ] [2774/3596] Forecasting RNG...
[2025-12-12T20:31:13.674950] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-12T20:31:13.674979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-12T20:31:13.688128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-12T20:31:13.688504] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-12T20:31:13.689286] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-12T20:31:13.689337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:13.689367] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:13.689393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:13.689448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:13.747648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:13.748506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:13.748612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:13.748646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:13.871498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:13.871681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:13.871722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:13.871750] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:13.875170] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2025-12-12T20:31:13.875501] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-12T20:31:13.875665] [INFO ] [sig       ] RNG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:14.026802] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RNG.txt
[2025-12-12T20:31:14.026971] [INFO ] [sig       ] [2774/3596] Completed RNG in 0.4s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:14.027011] [INFO ] [sig       ] [2775/3596] Forecasting RNP...
[2025-12-12T20:31:14.027040] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-12T20:31:14.027073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-12T20:31:14.039274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-12T20:31:14.039649] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-12T20:31:14.040452] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-12T20:31:14.040538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:14.040587] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:14.040615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:14.040670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:14.102155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:14.103015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:14.103095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:14.103127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:14.223370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:14.223546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:14.223688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:14.223723] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:14.227107] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-12T20:31:14.227410] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-12T20:31:14.227540] [INFO ] [sig       ] RNP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:14.374551] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RNP.txt
[2025-12-12T20:31:14.374920] [INFO ] [sig       ] [2775/3596] Completed RNP in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:14.374959] [INFO ] [sig       ] [2776/3596] Forecasting ROAD...
[2025-12-12T20:31:14.374987] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-12T20:31:14.375017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-12T20:31:14.387499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-12T20:31:14.387866] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-12T20:31:14.388649] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-12T20:31:14.388700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:14.388731] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:14.388756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:14.388811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:14.448467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:14.449335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:14.449419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:14.449453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:14.576705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:14.576863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:14.576902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:14.576930] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:14.580354] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-12-12T20:31:14.580696] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-12T20:31:14.580825] [INFO ] [sig       ] ROAD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:14.726714] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ROAD.txt
[2025-12-12T20:31:14.726874] [INFO ] [sig       ] [2776/3596] Completed ROAD in 0.4s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:14.726913] [INFO ] [sig       ] [2777/3596] Forecasting ROCK...
[2025-12-12T20:31:14.726941] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-12T20:31:14.726971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-12T20:31:14.738872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-12T20:31:14.739229] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-12T20:31:14.740035] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-12T20:31:14.740085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:14.740115] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:14.740142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:14.740197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:14.799997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:14.800855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:14.800969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:14.801002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:14.918926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:14.919081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:14.919121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:14.919150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:14.922978] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-12-12T20:31:14.923252] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-12T20:31:14.923373] [INFO ] [sig       ] ROCK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:15.061961] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ROCK.txt
[2025-12-12T20:31:15.062080] [INFO ] [sig       ] [2777/3596] Completed ROCK in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:15.062118] [INFO ] [sig       ] [2778/3596] Forecasting ROE...
[2025-12-12T20:31:15.062147] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-12T20:31:15.062177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-12T20:31:15.073250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-12T20:31:15.073539] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-12T20:31:15.074294] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-12T20:31:15.074344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:15.074374] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:15.074400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:15.074455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:15.131085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:15.131709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:15.131782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:15.131813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:15.251522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:15.251684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:15.251723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:15.251753] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:15.255047] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-12T20:31:15.255315] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-12T20:31:15.255443] [INFO ] [sig       ] ROE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:15.406418] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ROE.txt
[2025-12-12T20:31:15.406546] [INFO ] [sig       ] [2778/3596] Completed ROE in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:15.406600] [INFO ] [sig       ] [2779/3596] Forecasting ROP...
[2025-12-12T20:31:15.406629] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-12T20:31:15.406660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-12T20:31:15.418437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-12T20:31:15.418740] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-12T20:31:15.419479] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-12T20:31:15.419540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:15.419593] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:15.419624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:15.419679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:15.477283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:15.477880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:15.477963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:15.477996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:15.596595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:15.596708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:15.596743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:15.596770] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:15.599889] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=62.02%)
[2025-12-12T20:31:15.600153] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-12T20:31:15.600272] [INFO ] [sig       ] ROP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:15.743612] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ROP.txt
[2025-12-12T20:31:15.743735] [INFO ] [sig       ] [2779/3596] Completed ROP in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:15.743774] [INFO ] [sig       ] [2780/3596] Forecasting RPAY...
[2025-12-12T20:31:15.743803] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-12T20:31:15.743836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-12T20:31:15.754963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-12T20:31:15.755260] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-12T20:31:15.756019] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-12T20:31:15.756069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:15.756100] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:15.756126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:15.756180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:15.813840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:15.814438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:15.814528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:15.814564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:15.934587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:15.934911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:15.934950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:15.934979] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:15.938272] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-12-12T20:31:15.938592] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-12T20:31:15.938716] [INFO ] [sig       ] RPAY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:16.087354] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RPAY.txt
[2025-12-12T20:31:16.087522] [INFO ] [sig       ] [2780/3596] Completed RPAY in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:16.087560] [INFO ] [sig       ] [2781/3596] Forecasting RPD...
[2025-12-12T20:31:16.087610] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-12T20:31:16.087640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-12T20:31:16.098776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-12T20:31:16.099047] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-12T20:31:16.103076] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-12T20:31:16.103141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:16.103173] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:16.103199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:16.103254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:16.160756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:16.161588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:16.161669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:16.161701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:16.279550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:16.279750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:16.279791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:16.279836] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:16.283162] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-12T20:31:16.283435] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-12T20:31:16.283554] [INFO ] [sig       ] RPD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:16.420492] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RPD.txt
[2025-12-12T20:31:16.420652] [INFO ] [sig       ] [2781/3596] Completed RPD in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-12T20:31:16.420691] [INFO ] [sig       ] [2782/3596] Forecasting RPID...
[2025-12-12T20:31:16.420719] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-12T20:31:16.420749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-12T20:31:16.431615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-12T20:31:16.431876] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-12T20:31:16.432633] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-12T20:31:16.432682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:16.432713] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:16.432739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:16.432793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:16.490001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:16.490688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:16.490767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:16.490798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:16.605193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:16.605316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:16.605352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:16.605379] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:16.608542] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-12T20:31:16.608828] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-12T20:31:16.608942] [INFO ] [sig       ] RPID: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:16.750323] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RPID.txt
[2025-12-12T20:31:16.750447] [INFO ] [sig       ] [2782/3596] Completed RPID in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-12T20:31:16.750489] [INFO ] [sig       ] [2783/3596] Forecasting RPRX...
[2025-12-12T20:31:16.750519] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-12T20:31:16.750548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-12T20:31:16.762191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-12T20:31:16.762452] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-12T20:31:16.763218] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-12T20:31:16.763268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:16.763299] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:16.763326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:16.763381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:16.820006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:16.820599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:16.820673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:16.820703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:16.940863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:16.941002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:16.941046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:16.941080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:16.944386] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-12-12T20:31:16.944692] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-12T20:31:16.944810] [INFO ] [sig       ] RPRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:17.082533] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RPRX.txt
[2025-12-12T20:31:17.082697] [INFO ] [sig       ] [2783/3596] Completed RPRX in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-12T20:31:17.082734] [INFO ] [sig       ] [2784/3596] Forecasting RPTX...
[2025-12-12T20:31:17.082763] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-12T20:31:17.082792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-12T20:31:17.093937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-12T20:31:17.094189] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-12T20:31:17.094976] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-12T20:31:17.095027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:17.095081] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:17.095109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:17.095175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:17.151398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:17.151982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:17.152054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:17.152085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:17.266431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:17.266607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:17.266647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:17.266676] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:17.269965] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-12T20:31:17.270235] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-12T20:31:17.270372] [INFO ] [sig       ] RPTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:17.411346] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RPTX.txt
[2025-12-12T20:31:17.411494] [INFO ] [sig       ] [2784/3596] Completed RPTX in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-12T20:31:17.411540] [INFO ] [sig       ] [2785/3596] Forecasting RQI...
[2025-12-12T20:31:17.411597] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-12T20:31:17.411638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-12T20:31:17.423904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-12T20:31:17.424316] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-12T20:31:17.425120] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-12T20:31:17.425172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:17.425203] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:17.425229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:17.425284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:17.483402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:17.484285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:17.484366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:17.484397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:17.604426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:17.604567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:17.604624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:17.604652] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:17.607970] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-12T20:31:17.608243] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-12T20:31:17.608359] [INFO ] [sig       ] RQI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:17.748038] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RQI.txt
[2025-12-12T20:31:17.748168] [INFO ] [sig       ] [2785/3596] Completed RQI in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-12T20:31:17.748206] [INFO ] [sig       ] [2786/3596] Forecasting RRBI...
[2025-12-12T20:31:17.748234] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-12T20:31:17.748264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-12T20:31:17.759309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-12T20:31:17.759680] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-12T20:31:17.760522] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-12T20:31:17.760621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:17.760665] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:17.760692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:17.760748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:17.818634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:17.819229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:17.819302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:17.819333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:17.926452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:17.926615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:17.926686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:17.926716] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:17.930040] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-12-12T20:31:17.930303] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-12T20:31:17.930421] [INFO ] [sig       ] RRBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:18.067995] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RRBI.txt
[2025-12-12T20:31:18.068118] [INFO ] [sig       ] [2786/3596] Completed RRBI in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-12T20:31:18.068159] [INFO ] [sig       ] [2787/3596] Forecasting RRC...
[2025-12-12T20:31:18.068187] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-12T20:31:18.068219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-12T20:31:18.079295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-12T20:31:18.079608] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-12T20:31:18.080403] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-12T20:31:18.080454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:18.080484] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:18.080510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:18.080587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:18.138508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:18.139148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:18.139223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:18.139254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:18.258901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:18.259031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:18.259069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:18.259133] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:18.262593] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-12T20:31:18.262871] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-12T20:31:18.262994] [INFO ] [sig       ] RRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:18.402366] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RRC.txt
[2025-12-12T20:31:18.402491] [INFO ] [sig       ] [2787/3596] Completed RRC in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-12T20:31:18.402536] [INFO ] [sig       ] [2788/3596] Forecasting RRGB...
[2025-12-12T20:31:18.402590] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-12T20:31:18.402631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-12T20:31:18.413370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-12T20:31:18.413666] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-12T20:31:18.414404] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-12T20:31:18.414455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:18.414486] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:18.414516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:18.414611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:18.471529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:18.472190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:18.472276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:18.472308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:18.591519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:18.591668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:18.591707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:18.591734] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:18.594962] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-12T20:31:18.595222] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-12T20:31:18.595341] [INFO ] [sig       ] RRGB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:18.735292] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RRGB.txt
[2025-12-12T20:31:18.735422] [INFO ] [sig       ] [2788/3596] Completed RRGB in 0.3s | 2.86 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-12T20:31:18.735460] [INFO ] [sig       ] [2789/3596] Forecasting RRX...
[2025-12-12T20:31:18.735491] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-12T20:31:18.735527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-12T20:31:18.746979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-12T20:31:18.747270] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-12T20:31:18.748094] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-12T20:31:18.748175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:18.748211] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:18.748237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:18.748294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:18.805035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:18.805659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:18.805735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:18.805765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:18.921909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:18.922046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:18.922085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:18.922112] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:18.925375] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=33.42%)
[2025-12-12T20:31:18.925695] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-12T20:31:18.925820] [INFO ] [sig       ] RRX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:19.075797] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RRX.txt
[2025-12-12T20:31:19.075951] [INFO ] [sig       ] [2789/3596] Completed RRX in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:19.075990] [INFO ] [sig       ] [2790/3596] Forecasting RS...
[2025-12-12T20:31:19.076019] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-12T20:31:19.076051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-12T20:31:19.087341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-12T20:31:19.087705] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-12T20:31:19.088557] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-12T20:31:19.088653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:19.088723] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:19.088753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:19.088809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:19.147842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:19.148757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:19.148853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:19.148887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:19.270730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:19.270888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:19.270929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:19.270956] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:19.274266] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-12T20:31:19.274563] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-12T20:31:19.274742] [INFO ] [sig       ] RS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:19.414811] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RS.txt
[2025-12-12T20:31:19.414969] [INFO ] [sig       ] [2790/3596] Completed RS in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:19.415008] [INFO ] [sig       ] [2791/3596] Forecasting RSG...
[2025-12-12T20:31:19.415036] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-12T20:31:19.415067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-12T20:31:19.427821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-12T20:31:19.428237] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-12T20:31:19.429210] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-12T20:31:19.429275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:19.429308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:19.429336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:19.429394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:19.489896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:19.490734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:19.490816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:19.490849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:19.616652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:19.616811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:19.616849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:19.616878] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:19.620434] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-12T20:31:19.620876] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-12T20:31:19.621017] [INFO ] [sig       ] RSG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:19.788545] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RSG.txt
[2025-12-12T20:31:19.788717] [INFO ] [sig       ] [2791/3596] Completed RSG in 0.4s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:19.788756] [INFO ] [sig       ] [2792/3596] Forecasting RSI...
[2025-12-12T20:31:19.788785] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-12T20:31:19.788816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-12T20:31:19.800225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-12T20:31:19.800637] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-12T20:31:19.801421] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-12T20:31:19.801472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:19.801503] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:19.801529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:19.801627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:19.860192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:19.861017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:19.861096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:19.861127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:19.993545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:19.993736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:19.993781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:19.993810] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:19.997391] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=82.17%)
[2025-12-12T20:31:19.997752] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-12T20:31:19.997892] [INFO ] [sig       ] RSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:20.137732] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RSI.txt
[2025-12-12T20:31:20.137871] [INFO ] [sig       ] [2792/3596] Completed RSI in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:20.137910] [INFO ] [sig       ] [2793/3596] Forecasting RSKD...
[2025-12-12T20:31:20.137939] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-12T20:31:20.137970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-12T20:31:20.148677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-12T20:31:20.148971] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-12T20:31:20.149769] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-12T20:31:20.149849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:20.149883] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:20.149910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:20.149966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:20.208041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:20.208688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:20.208767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:20.208800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:20.321869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:20.322022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:20.322063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:20.322091] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:20.325380] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-12-12T20:31:20.325670] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-12T20:31:20.325790] [INFO ] [sig       ] RSKD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:20.462691] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RSKD.txt
[2025-12-12T20:31:20.462817] [INFO ] [sig       ] [2793/3596] Completed RSKD in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:20.462855] [INFO ] [sig       ] [2794/3596] Forecasting RSSS...
[2025-12-12T20:31:20.462883] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-12T20:31:20.462918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-12T20:31:20.473908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-12T20:31:20.474192] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-12T20:31:20.474955] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-12T20:31:20.475014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:20.475044] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:20.475072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:20.475126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:20.531776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:20.532485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:20.532618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:20.532653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:20.656512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:20.656707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:20.656753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:20.656783] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:20.660196] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-12-12T20:31:20.660478] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-12T20:31:20.660624] [INFO ] [sig       ] RSSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:20.799322] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RSSS.txt
[2025-12-12T20:31:20.799492] [INFO ] [sig       ] [2794/3596] Completed RSSS in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:20.799543] [INFO ] [sig       ] [2795/3596] Forecasting RTO...
[2025-12-12T20:31:20.799607] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-12T20:31:20.799651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-12T20:31:20.811554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-12T20:31:20.811948] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-12T20:31:20.812759] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-12T20:31:20.812812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:20.813032] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:20.813059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:20.813116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:20.874053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:20.874890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:20.874974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:20.875008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:21.000041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:21.000197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:21.000237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:21.000267] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:21.003712] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-12T20:31:21.003994] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-12T20:31:21.004115] [INFO ] [sig       ] RTO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:21.146199] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RTO.txt
[2025-12-12T20:31:21.146346] [INFO ] [sig       ] [2795/3596] Completed RTO in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:21.146384] [INFO ] [sig       ] [2796/3596] Forecasting RUM...
[2025-12-12T20:31:21.146413] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-12T20:31:21.146444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-12T20:31:21.157678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-12T20:31:21.158004] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-12T20:31:21.158772] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-12T20:31:21.158823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:21.158853] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:21.158879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:21.158934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:21.216058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:21.216719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:21.216795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:21.216827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:21.337785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:21.337948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:21.337988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:21.338015] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:21.341384] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-12T20:31:21.341676] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-12T20:31:21.341797] [INFO ] [sig       ] RUM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:21.479387] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RUM.txt
[2025-12-12T20:31:21.479515] [INFO ] [sig       ] [2796/3596] Completed RUM in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:21.479553] [INFO ] [sig       ] [2797/3596] Forecasting RUN...
[2025-12-12T20:31:21.479608] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-12T20:31:21.479641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-12T20:31:21.492111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-12T20:31:21.492398] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-12T20:31:21.493162] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-12T20:31:21.493213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:21.493244] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:21.493270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:21.493327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:21.551824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:21.552478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:21.552561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:21.552610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:21.669469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:21.669622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:21.669661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:21.669728] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:21.672972] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-12T20:31:21.673238] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-12T20:31:21.673362] [INFO ] [sig       ] RUN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:21.813216] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RUN.txt
[2025-12-12T20:31:21.813379] [INFO ] [sig       ] [2797/3596] Completed RUN in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:21.813418] [INFO ] [sig       ] [2798/3596] Forecasting RUNN...
[2025-12-12T20:31:21.813446] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-12T20:31:21.813477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-12T20:31:21.824100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-12T20:31:21.824369] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-12T20:31:21.825131] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-12T20:31:21.825183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:21.825214] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:21.825240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:21.825296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:21.882121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:21.882738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:21.882811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:21.882843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:22.001546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:22.001715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:22.001948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:22.001978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:22.005532] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-12-12T20:31:22.005832] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-12T20:31:22.006107] [INFO ] [sig       ] RUNN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:22.153248] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RUNN.txt
[2025-12-12T20:31:22.153400] [INFO ] [sig       ] [2798/3596] Completed RUNN in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-12T20:31:22.153438] [INFO ] [sig       ] [2799/3596] Forecasting RUSHA...
[2025-12-12T20:31:22.153466] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-12T20:31:22.153512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-12T20:31:22.164360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-12T20:31:22.164756] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-12T20:31:22.165535] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-12T20:31:22.165611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:22.165647] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:22.165673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:22.165728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:22.221868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:22.222720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:22.222799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:22.222831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:22.342229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:22.342381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:22.342421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:22.342450] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:22.345845] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-12-12T20:31:22.346129] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-12T20:31:22.346254] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:22.484565] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RUSHA.txt
[2025-12-12T20:31:22.484755] [INFO ] [sig       ] [2799/3596] Completed RUSHA in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-12T20:31:22.484796] [INFO ] [sig       ] [2800/3596] Forecasting RUSHB...
[2025-12-12T20:31:22.484824] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-12T20:31:22.484855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-12T20:31:22.496057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-12T20:31:22.496422] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-12T20:31:22.497259] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-12T20:31:22.497311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:22.497343] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:22.497370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:22.497426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:22.554684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:22.555398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:22.555473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:22.555505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:22.662897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:22.663045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:22.663085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:22.663113] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:22.666512] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-12T20:31:22.666807] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-12T20:31:22.666929] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:22.809403] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RUSHB.txt
[2025-12-12T20:31:22.809560] [INFO ] [sig       ] [2800/3596] Completed RUSHB in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-12T20:31:22.809628] [INFO ] [sig       ] [2801/3596] Forecasting RVMD...
[2025-12-12T20:31:22.809666] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-12T20:31:22.809704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-12T20:31:22.821401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-12T20:31:22.821778] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-12T20:31:22.822529] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-12T20:31:22.822596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:22.822653] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:22.822681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:22.822747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:22.879873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:22.880570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:22.880685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:22.880733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:23.006009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:23.006166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:23.006206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:23.006233] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:23.009500] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-12T20:31:23.009788] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-12T20:31:23.009937] [INFO ] [sig       ] RVMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:23.152791] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RVMD.txt
[2025-12-12T20:31:23.152935] [INFO ] [sig       ] [2801/3596] Completed RVMD in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-12T20:31:23.152974] [INFO ] [sig       ] [2802/3596] Forecasting RVSB...
[2025-12-12T20:31:23.153003] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-12T20:31:23.153032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-12T20:31:23.166124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-12T20:31:23.166481] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-12T20:31:23.167300] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-12T20:31:23.167353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:23.167384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:23.167411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:23.167465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:23.224495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:23.225239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:23.225334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:23.225366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:23.340258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:23.340411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:23.340452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:23.340480] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:23.343918] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2025-12-12T20:31:23.344195] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-12T20:31:23.344313] [INFO ] [sig       ] RVSB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:23.482506] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RVSB.txt
[2025-12-12T20:31:23.482701] [INFO ] [sig       ] [2802/3596] Completed RVSB in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-12T20:31:23.482750] [INFO ] [sig       ] [2803/3596] Forecasting RVTY...
[2025-12-12T20:31:23.482785] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-12T20:31:23.482815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-12T20:31:23.494068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-12T20:31:23.494386] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-12T20:31:23.495201] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-12T20:31:23.495254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:23.495288] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:23.495316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:23.495372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:23.554807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:23.555548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:23.555652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:23.555693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:23.677733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:23.677883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:23.677921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:23.677949] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:23.681286] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-12T20:31:23.681570] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-12T20:31:23.681724] [INFO ] [sig       ] RVTY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:23.820744] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RVTY.txt
[2025-12-12T20:31:23.820895] [INFO ] [sig       ] [2803/3596] Completed RVTY in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-12T20:31:23.820933] [INFO ] [sig       ] [2804/3596] Forecasting RWAY...
[2025-12-12T20:31:23.820961] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-12T20:31:23.820994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-12T20:31:23.832693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-12T20:31:23.833000] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-12T20:31:23.833763] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-12T20:31:23.833814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:23.833845] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:23.833875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:23.833929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:23.890519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:23.891195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:23.891272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:23.891304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:24.011788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:24.011945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:24.011985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:24.012046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:24.015529] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2025-12-12T20:31:24.015885] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-12T20:31:24.016027] [INFO ] [sig       ] RWAY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:24.174262] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RWAY.txt
[2025-12-12T20:31:24.174405] [INFO ] [sig       ] [2804/3596] Completed RWAY in 0.4s | 2.86 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-12T20:31:24.174444] [INFO ] [sig       ] [2805/3596] Forecasting RXO...
[2025-12-12T20:31:24.174471] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-12T20:31:24.174509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-12T20:31:24.185650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-12T20:31:24.186169] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-12T20:31:24.186953] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-12T20:31:24.187004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:24.187036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:24.187062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:24.187121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:24.245893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:24.246626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:24.246710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:24.246744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:24.365479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:24.365646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:24.365695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:24.365730] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:24.369181] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-12T20:31:24.369462] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-12T20:31:24.369605] [INFO ] [sig       ] RXO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:24.511205] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RXO.txt
[2025-12-12T20:31:24.511343] [INFO ] [sig       ] [2805/3596] Completed RXO in 0.3s | 2.86 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-12T20:31:24.511381] [INFO ] [sig       ] [2806/3596] Forecasting RXRX...
[2025-12-12T20:31:24.511409] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-12T20:31:24.511439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-12T20:31:24.523422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-12T20:31:24.523733] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-12T20:31:24.524474] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-12T20:31:24.524525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:24.524556] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:24.524600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:24.524657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:24.581809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:24.582430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:24.582505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:24.582536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:24.702140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:24.702295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:24.702335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:24.702363] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:24.705743] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-12T20:31:24.706023] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-12T20:31:24.706147] [INFO ] [sig       ] RXRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:24.844093] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RXRX.txt
[2025-12-12T20:31:24.844241] [INFO ] [sig       ] [2806/3596] Completed RXRX in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:24.844279] [INFO ] [sig       ] [2807/3596] Forecasting RY...
[2025-12-12T20:31:24.844309] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-12T20:31:24.844340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-12T20:31:24.855525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-12T20:31:24.855834] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-12T20:31:24.856589] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-12T20:31:24.856640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:24.856670] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:24.856696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:24.856750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:24.916849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:24.917751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:24.917835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:24.917868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:25.045535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:25.045712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:25.045758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:25.045787] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:25.049365] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-12T20:31:25.049674] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-12T20:31:25.049805] [INFO ] [sig       ] RY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:25.195526] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RY.txt
[2025-12-12T20:31:25.195709] [INFO ] [sig       ] [2807/3596] Completed RY in 0.4s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:25.195752] [INFO ] [sig       ] [2808/3596] Forecasting RYAAY...
[2025-12-12T20:31:25.195781] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-12T20:31:25.195822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-12T20:31:25.207441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-12T20:31:25.207852] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-12T20:31:25.208671] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-12T20:31:25.208725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:25.208759] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:25.208786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:25.208843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:25.266912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:25.267808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:25.267893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:25.267924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:25.391111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:25.391263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:25.391303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:25.391334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:25.394809] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-12T20:31:25.395113] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-12T20:31:25.395239] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:25.536296] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RYAAY.txt
[2025-12-12T20:31:25.536431] [INFO ] [sig       ] [2808/3596] Completed RYAAY in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:25.536470] [INFO ] [sig       ] [2809/3596] Forecasting RYAM...
[2025-12-12T20:31:25.536499] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-12T20:31:25.536529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-12T20:31:25.548446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-12T20:31:25.548844] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-12T20:31:25.549651] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-12T20:31:25.549705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:25.549738] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:25.549765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:25.549857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:25.611854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:25.612823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:25.612902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:25.612934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:25.738290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:25.738439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:25.738478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:25.738506] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:25.741903] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=78.56%)
[2025-12-12T20:31:25.742177] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-12T20:31:25.742298] [INFO ] [sig       ] RYAM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:25.882623] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RYAM.txt
[2025-12-12T20:31:25.882758] [INFO ] [sig       ] [2809/3596] Completed RYAM in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:25.882800] [INFO ] [sig       ] [2810/3596] Forecasting RYAN...
[2025-12-12T20:31:25.882828] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-12T20:31:25.882858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-12T20:31:25.893880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-12T20:31:25.894197] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-12T20:31:25.894974] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-12T20:31:25.895028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:25.895059] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:25.895085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:25.895140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:25.952961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:25.953622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:25.953697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:25.953729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:26.071954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:26.072113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:26.072154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:26.072181] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:26.075541] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-12T20:31:26.075873] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-12T20:31:26.075996] [INFO ] [sig       ] RYAN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:26.215141] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RYAN.txt
[2025-12-12T20:31:26.215282] [INFO ] [sig       ] [2810/3596] Completed RYAN in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:26.215320] [INFO ] [sig       ] [2811/3596] Forecasting RYI...
[2025-12-12T20:31:26.215350] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-12T20:31:26.215379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-12T20:31:26.226916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-12T20:31:26.227210] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-12T20:31:26.228050] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-12T20:31:26.228102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:26.228135] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:26.228163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:26.228220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:26.286027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:26.286756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:26.286861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:26.286894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:26.414210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:26.414395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:26.414447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:26.414479] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:26.417986] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=73.78%)
[2025-12-12T20:31:26.418480] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-12T20:31:26.418624] [INFO ] [sig       ] RYI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:26.559668] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RYI.txt
[2025-12-12T20:31:26.559858] [INFO ] [sig       ] [2811/3596] Completed RYI in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:26.559926] [INFO ] [sig       ] [2812/3596] Forecasting RYN...
[2025-12-12T20:31:26.559970] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-12T20:31:26.560005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-12T20:31:26.570921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-12T20:31:26.571225] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-12T20:31:26.572057] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-12T20:31:26.572112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:26.572146] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:26.572174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:26.572233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:26.630269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:26.631010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:26.631087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:26.631118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:26.745204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:26.745356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:26.745395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:26.745422] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:26.748700] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-12T20:31:26.748971] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-12T20:31:26.749088] [INFO ] [sig       ] RYN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:26.888289] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/RYN.txt
[2025-12-12T20:31:26.888428] [INFO ] [sig       ] [2812/3596] Completed RYN in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:26.888465] [INFO ] [sig       ] [2813/3596] Forecasting RYTM...
[2025-12-12T20:31:26.888493] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-12T20:31:26.888523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-12T20:31:26.899614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-12T20:31:26.900003] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-12T20:31:26.900825] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-12T20:31:26.900876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:26.900907] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:26.900933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:26.900987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:26.959282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:26.960037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:26.960116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:26.960149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:27.091203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:27.091392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:27.091434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:27.091464] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:27.095045] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-12T20:31:27.095352] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-12T20:31:27.095486] [INFO ] [sig       ] RYTM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:27.234566] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RYTM.txt
[2025-12-12T20:31:27.234767] [INFO ] [sig       ] [2813/3596] Completed RYTM in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:27.234830] [INFO ] [sig       ] [2814/3596] Forecasting RZB...
[2025-12-12T20:31:27.234863] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-12T20:31:27.234893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-12T20:31:27.247474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-12T20:31:27.247840] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-12T20:31:27.248824] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-12T20:31:27.249056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:27.249100] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:27.249148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:27.249204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:27.311245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:27.312086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:27.312168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:27.312199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:27.437635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:27.437785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:27.437823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:27.437851] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:27.441168] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-12T20:31:27.441439] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-12T20:31:27.441560] [INFO ] [sig       ] RZB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:27.584772] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RZB.txt
[2025-12-12T20:31:27.584938] [INFO ] [sig       ] [2814/3596] Completed RZB in 0.4s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:27.584977] [INFO ] [sig       ] [2815/3596] Forecasting RZC...
[2025-12-12T20:31:27.585006] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-12T20:31:27.585038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-12T20:31:27.597014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-12T20:31:27.597330] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-12T20:31:27.598127] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-12T20:31:27.598178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:27.598208] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:27.598234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:27.598288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:27.657997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:27.658718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:27.658797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:27.658829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:27.777588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:27.777739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:27.777784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:27.777817] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:27.781293] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=81.52%)
[2025-12-12T20:31:27.781593] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-12T20:31:27.781718] [INFO ] [sig       ] RZC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:27.928857] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/RZC.txt
[2025-12-12T20:31:27.929015] [INFO ] [sig       ] [2815/3596] Completed RZC in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-12T20:31:27.929066] [INFO ] [sig       ] [2816/3596] Forecasting S...
[2025-12-12T20:31:27.929106] [INFO ] [sig       ] Generating forecast for: S
[2025-12-12T20:31:27.929149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-12T20:31:27.942743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-12T20:31:27.943233] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-12T20:31:27.944014] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-12T20:31:27.944075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:27.944106] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:27.944133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:27.944188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:28.000603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:28.001250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:28.001339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:28.001373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:28.129321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:28.129443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:28.129481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:28.129509] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:28.132829] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-12-12T20:31:28.133102] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-12T20:31:28.133238] [INFO ] [sig       ] S: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:28.273258] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/S.txt
[2025-12-12T20:31:28.273387] [INFO ] [sig       ] [2816/3596] Completed S in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:28.273423] [INFO ] [sig       ] [2817/3596] Forecasting SA...
[2025-12-12T20:31:28.273452] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-12T20:31:28.273482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-12T20:31:28.286277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-12T20:31:28.286687] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-12T20:31:28.287700] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-12T20:31:28.287751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:28.287785] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:28.287811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:28.287866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:28.349754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:28.350767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:28.350849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:28.350882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:28.482506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:28.482674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:28.482716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:28.482745] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:28.486433] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-12T20:31:28.486734] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-12T20:31:28.486865] [INFO ] [sig       ] SA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:28.637166] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SA.txt
[2025-12-12T20:31:28.637322] [INFO ] [sig       ] [2817/3596] Completed SA in 0.4s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:28.637362] [INFO ] [sig       ] [2818/3596] Forecasting SAFE...
[2025-12-12T20:31:28.637397] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-12T20:31:28.637429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-12T20:31:28.650026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-12T20:31:28.650359] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-12T20:31:28.651139] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-12T20:31:28.651191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:28.651247] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:28.651274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:28.651329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:28.708154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:28.708868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:28.708948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:28.708980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:28.829436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:28.829605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:28.829646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:28.829674] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:28.833062] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-12T20:31:28.833340] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-12T20:31:28.833460] [INFO ] [sig       ] SAFE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:28.984925] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SAFE.txt
[2025-12-12T20:31:28.985068] [INFO ] [sig       ] [2818/3596] Completed SAFE in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:28.985107] [INFO ] [sig       ] [2819/3596] Forecasting SAH...
[2025-12-12T20:31:28.985135] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-12T20:31:28.985165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-12T20:31:28.996912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-12T20:31:28.997219] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-12T20:31:28.998033] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-12T20:31:28.998084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:28.998114] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:28.998141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:28.998195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:29.057488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:29.058179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:29.058259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:29.058292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:29.180426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:29.180586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:29.180628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:29.180656] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:29.183978] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-12T20:31:29.184252] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-12T20:31:29.184369] [INFO ] [sig       ] SAH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:29.334546] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SAH.txt
[2025-12-12T20:31:29.334699] [INFO ] [sig       ] [2819/3596] Completed SAH in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:29.334741] [INFO ] [sig       ] [2820/3596] Forecasting SAIA...
[2025-12-12T20:31:29.334770] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-12T20:31:29.334802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-12T20:31:29.348278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-12T20:31:29.348565] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-12T20:31:29.349342] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-12T20:31:29.349393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:29.349427] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:29.349454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:29.349510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:29.411078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:29.411743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:29.411825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:29.411857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:29.532708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:29.532848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:29.532888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:29.532916] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:29.536296] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-12T20:31:29.536567] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-12T20:31:29.536708] [INFO ] [sig       ] SAIA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:29.684941] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SAIA.txt
[2025-12-12T20:31:29.685093] [INFO ] [sig       ] [2820/3596] Completed SAIA in 0.4s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:29.685132] [INFO ] [sig       ] [2821/3596] Forecasting SAIC...
[2025-12-12T20:31:29.685162] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-12T20:31:29.685194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-12T20:31:29.697073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-12T20:31:29.697421] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-12T20:31:29.698247] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-12T20:31:29.698304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:29.698336] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:29.698365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:29.698421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:29.759436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:29.760516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:29.760621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:29.760657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:29.893132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:29.893289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:29.893330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:29.893414] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:29.896921] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-12T20:31:29.897410] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-12T20:31:29.897539] [INFO ] [sig       ] SAIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:30.045714] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SAIC.txt
[2025-12-12T20:31:30.045885] [INFO ] [sig       ] [2821/3596] Completed SAIC in 0.4s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:30.045926] [INFO ] [sig       ] [2822/3596] Forecasting SAM...
[2025-12-12T20:31:30.045956] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-12T20:31:30.045989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-12T20:31:30.057527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-12T20:31:30.057909] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-12T20:31:30.058695] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-12T20:31:30.058747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:30.058779] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:30.058805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:30.058860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:30.118282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:30.119188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:30.119272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:30.119304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:30.242510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:30.242690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:30.242730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:30.242758] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:30.246471] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-12T20:31:30.246801] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-12T20:31:30.246935] [INFO ] [sig       ] SAM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:30.390906] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SAM.txt
[2025-12-12T20:31:30.391055] [INFO ] [sig       ] [2822/3596] Completed SAM in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:30.391093] [INFO ] [sig       ] [2823/3596] Forecasting SAMG...
[2025-12-12T20:31:30.391122] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-12T20:31:30.391153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-12T20:31:30.403091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-12T20:31:30.403386] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-12T20:31:30.404176] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-12T20:31:30.404228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:30.404260] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:30.404286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:30.404342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:30.461736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:30.462373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:30.462448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:30.462494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:30.585414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:30.585559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:30.585613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:30.585642] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:30.588881] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-12T20:31:30.589144] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-12T20:31:30.589261] [INFO ] [sig       ] SAMG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:30.726968] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SAMG.txt
[2025-12-12T20:31:30.727100] [INFO ] [sig       ] [2823/3596] Completed SAMG in 0.3s | 2.86 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-12T20:31:30.727138] [INFO ] [sig       ] [2824/3596] Forecasting SAN...
[2025-12-12T20:31:30.727167] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-12T20:31:30.727197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-12T20:31:30.738507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-12T20:31:30.738826] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-12T20:31:30.739587] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-12T20:31:30.739638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:30.739668] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:30.739694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:30.739749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:30.797996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:30.798831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:30.798909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:30.798942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:30.923416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:30.923608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:30.923650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:30.923678] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:30.927847] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-12T20:31:30.928135] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-12T20:31:30.928273] [INFO ] [sig       ] SAN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:31.067551] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SAN.txt
[2025-12-12T20:31:31.067726] [INFO ] [sig       ] [2824/3596] Completed SAN in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:31.067764] [INFO ] [sig       ] [2825/3596] Forecasting SANA...
[2025-12-12T20:31:31.067793] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-12T20:31:31.067823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-12T20:31:31.079485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-12T20:31:31.079921] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-12T20:31:31.080744] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-12T20:31:31.080796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:31.080830] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:31.080872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:31.080931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:31.142540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:31.143461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:31.143568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:31.143648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:31.267193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:31.267378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:31.267442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:31.267478] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:31.271488] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-12T20:31:31.271953] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-12T20:31:31.272144] [INFO ] [sig       ] SANA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:31.468538] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SANA.txt
[2025-12-12T20:31:31.468764] [INFO ] [sig       ] [2825/3596] Completed SANA in 0.4s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:31.468815] [INFO ] [sig       ] [2826/3596] Forecasting SANM...
[2025-12-12T20:31:31.468847] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-12T20:31:31.468878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-12T20:31:31.483114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-12T20:31:31.483625] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-12T20:31:31.484787] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-12T20:31:31.484863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:31.484902] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:31.484931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:31.484987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:31.560500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:31.561677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:31.561789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:31.561835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:31.736627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:31.736861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:31.736929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:31.736979] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:31.742721] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=69.99%)
[2025-12-12T20:31:31.743224] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-12T20:31:31.743420] [INFO ] [sig       ] SANM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:31.956778] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SANM.txt
[2025-12-12T20:31:31.957022] [INFO ] [sig       ] [2826/3596] Completed SANM in 0.5s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:31.957088] [INFO ] [sig       ] [2827/3596] Forecasting SAP...
[2025-12-12T20:31:31.957139] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-12T20:31:31.957190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-12T20:31:31.980897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-12T20:31:31.984723] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-12T20:31:31.986764] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-12T20:31:31.986874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:31.986907] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:31.986935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:31.986993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:32.070174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:32.071458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:32.071621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:32.071681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:32.228073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:32.228276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:32.228339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:32.228386] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:32.233696] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-12-12T20:31:32.234145] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-12T20:31:32.234333] [INFO ] [sig       ] SAP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:32.385360] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SAP.txt
[2025-12-12T20:31:32.385529] [INFO ] [sig       ] [2827/3596] Completed SAP in 0.4s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:32.385568] [INFO ] [sig       ] [2828/3596] Forecasting SARK...
[2025-12-12T20:31:32.385618] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-12T20:31:32.385650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-12T20:31:32.401265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-12T20:31:32.401763] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-12T20:31:32.402866] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-12T20:31:32.402935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:32.402978] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:32.403020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:32.403104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:32.488147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:32.489246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:32.489399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:32.489446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:32.626512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:32.626683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:32.626726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:32.626755] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:32.630681] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=21.46%)
[2025-12-12T20:31:32.631047] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-12T20:31:32.631201] [INFO ] [sig       ] SARK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:32.783382] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SARK.txt
[2025-12-12T20:31:32.783541] [INFO ] [sig       ] [2828/3596] Completed SARK in 0.4s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:32.783601] [INFO ] [sig       ] [2829/3596] Forecasting SATL...
[2025-12-12T20:31:32.783632] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-12T20:31:32.783671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-12T20:31:32.795370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-12T20:31:32.795777] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-12T20:31:32.796559] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-12T20:31:32.796629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:32.796663] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:32.796690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:32.796746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:32.854340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:32.855206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:32.855289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:32.855321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:32.972895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:32.973056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:32.973099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:32.973127] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:32.976661] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-12T20:31:32.976981] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-12T20:31:32.977112] [INFO ] [sig       ] SATL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:33.122202] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SATL.txt
[2025-12-12T20:31:33.122357] [INFO ] [sig       ] [2829/3596] Completed SATL in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:33.122395] [INFO ] [sig       ] [2830/3596] Forecasting SATS...
[2025-12-12T20:31:33.122423] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-12T20:31:33.122454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-12T20:31:33.134320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-12T20:31:33.134739] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-12T20:31:33.135523] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-12T20:31:33.135595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:33.135628] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:33.135655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:33.135709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:33.193004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:33.193881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:33.193968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:33.194000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:33.318611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:33.318768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:33.318808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:33.318838] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:33.322344] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-12T20:31:33.322730] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-12T20:31:33.322873] [INFO ] [sig       ] SATS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:33.466563] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SATS.txt
[2025-12-12T20:31:33.466744] [INFO ] [sig       ] [2830/3596] Completed SATS in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:33.466783] [INFO ] [sig       ] [2831/3596] Forecasting SAVA...
[2025-12-12T20:31:33.466812] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-12T20:31:33.466843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-12T20:31:33.478685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-12T20:31:33.479022] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-12T20:31:33.479906] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-12T20:31:33.479958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:33.479991] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:33.480017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:33.480074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:33.540110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:33.540988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:33.541070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:33.541103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:33.673058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:33.673211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:33.673251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:33.673282] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:33.676787] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-12T20:31:33.677071] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-12T20:31:33.677191] [INFO ] [sig       ] SAVA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:33.822802] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SAVA.txt
[2025-12-12T20:31:33.822968] [INFO ] [sig       ] [2831/3596] Completed SAVA in 0.4s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:33.823008] [INFO ] [sig       ] [2832/3596] Forecasting SB...
[2025-12-12T20:31:33.823037] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-12T20:31:33.823068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-12T20:31:33.834654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-12T20:31:33.834947] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-12T20:31:33.835742] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-12T20:31:33.835794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:33.835827] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:33.835853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:33.835909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:33.896406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:33.897066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:33.897145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:33.897177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:34.018966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:34.019115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:34.019154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:34.019183] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:34.022620] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-12T20:31:34.022899] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-12T20:31:34.023020] [INFO ] [sig       ] SB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:34.171109] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SB.txt
[2025-12-12T20:31:34.171254] [INFO ] [sig       ] [2832/3596] Completed SB in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-12T20:31:34.171293] [INFO ] [sig       ] [2833/3596] Forecasting SBAC...
[2025-12-12T20:31:34.171321] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-12T20:31:34.171351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-12T20:31:34.182096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-12T20:31:34.182399] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-12T20:31:34.183214] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-12T20:31:34.183265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:34.183297] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:34.183325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:34.183381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:34.244326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:34.245056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:34.245135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:34.245168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:34.368453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:34.368613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:34.368654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:34.368683] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:34.372200] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-12T20:31:34.372477] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-12T20:31:34.372619] [INFO ] [sig       ] SBAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:34.522451] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBAC.txt
[2025-12-12T20:31:34.522603] [INFO ] [sig       ] [2833/3596] Completed SBAC in 0.4s | 2.86 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-12T20:31:34.522641] [INFO ] [sig       ] [2834/3596] Forecasting SBCF...
[2025-12-12T20:31:34.522670] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-12T20:31:34.522699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-12T20:31:34.534824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-12T20:31:34.535216] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-12T20:31:34.536083] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-12T20:31:34.536176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:34.536210] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:34.536237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:34.536292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:34.605308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:34.606227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:34.606310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:34.606343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:34.741592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:34.741741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:34.741788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:34.741817] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:34.745487] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-12T20:31:34.745777] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-12T20:31:34.745902] [INFO ] [sig       ] SBCF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:34.891065] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SBCF.txt
[2025-12-12T20:31:34.891424] [INFO ] [sig       ] [2834/3596] Completed SBCF in 0.4s | 2.86 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-12T20:31:34.891464] [INFO ] [sig       ] [2835/3596] Forecasting SBFM...
[2025-12-12T20:31:34.891492] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-12T20:31:34.891522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-12T20:31:34.903821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-12T20:31:34.904187] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-12T20:31:34.905009] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-12T20:31:34.905061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:34.905117] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:34.905144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:34.905199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:34.965380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:34.966233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:34.966310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:34.966343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:35.086628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:35.086780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:35.086819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:35.086846] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:35.090480] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-12T20:31:35.090772] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-12T20:31:35.090893] [INFO ] [sig       ] SBFM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:35.229987] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBFM.txt
[2025-12-12T20:31:35.230120] [INFO ] [sig       ] [2835/3596] Completed SBFM in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-12T20:31:35.230157] [INFO ] [sig       ] [2836/3596] Forecasting SBGI...
[2025-12-12T20:31:35.230187] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-12T20:31:35.230223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-12T20:31:35.242143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-12T20:31:35.242621] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-12T20:31:35.243600] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-12T20:31:35.243651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:35.243681] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:35.243706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:35.243772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:35.300609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:35.301256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:35.301331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:35.301364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:35.423816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:35.423964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:35.424004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:35.424032] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:35.427470] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-12T20:31:35.427769] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-12T20:31:35.427895] [INFO ] [sig       ] SBGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:35.570820] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBGI.txt
[2025-12-12T20:31:35.570953] [INFO ] [sig       ] [2836/3596] Completed SBGI in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-12T20:31:35.570990] [INFO ] [sig       ] [2837/3596] Forecasting SBH...
[2025-12-12T20:31:35.571019] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-12T20:31:35.571050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-12T20:31:35.582230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-12T20:31:35.582516] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-12T20:31:35.583308] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-12T20:31:35.583359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:35.583391] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:35.583418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:35.583474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:35.642636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:35.643427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:35.643506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:35.643538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:35.774775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:35.774946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:35.774995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:35.775030] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:35.778645] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-12T20:31:35.778933] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-12T20:31:35.779060] [INFO ] [sig       ] SBH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:35.920701] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBH.txt
[2025-12-12T20:31:35.920836] [INFO ] [sig       ] [2837/3596] Completed SBH in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-12T20:31:35.920874] [INFO ] [sig       ] [2838/3596] Forecasting SBI...
[2025-12-12T20:31:35.920902] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-12T20:31:35.920933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-12T20:31:35.931811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-12T20:31:35.932099] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-12T20:31:35.932872] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-12T20:31:35.932933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:35.932964] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:35.932990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:35.933045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:35.992257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:35.993138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:35.993220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:35.993253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:36.113926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:36.114072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:36.114111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:36.114170] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:36.117854] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-12-12T20:31:36.118141] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-12T20:31:36.118266] [INFO ] [sig       ] SBI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:36.259334] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBI.txt
[2025-12-12T20:31:36.259477] [INFO ] [sig       ] [2838/3596] Completed SBI in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-12T20:31:36.259515] [INFO ] [sig       ] [2839/3596] Forecasting SBLK...
[2025-12-12T20:31:36.259544] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-12T20:31:36.259588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-12T20:31:36.270861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-12T20:31:36.271147] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-12T20:31:36.271922] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-12T20:31:36.271977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:36.272008] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:36.272034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:36.272089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:36.329049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:36.329673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:36.329812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:36.329877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:36.462149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:36.462301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:36.462339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:36.462366] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:36.465738] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-12T20:31:36.466018] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-12T20:31:36.466141] [INFO ] [sig       ] SBLK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:36.609214] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SBLK.txt
[2025-12-12T20:31:36.609343] [INFO ] [sig       ] [2839/3596] Completed SBLK in 0.3s | 2.86 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-12T20:31:36.609381] [INFO ] [sig       ] [2840/3596] Forecasting SBRA...
[2025-12-12T20:31:36.609410] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-12T20:31:36.609440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-12T20:31:36.621045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-12T20:31:36.621524] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-12T20:31:36.622292] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-12T20:31:36.622343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:36.622373] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:36.622399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:36.622455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:36.680878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:36.681674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:36.681755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:36.681789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:36.797936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:36.798072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:36.798110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:36.798138] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:36.801599] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-12T20:31:36.801880] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-12T20:31:36.802004] [INFO ] [sig       ] SBRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:36.943238] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBRA.txt
[2025-12-12T20:31:36.943368] [INFO ] [sig       ] [2840/3596] Completed SBRA in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:36.943405] [INFO ] [sig       ] [2841/3596] Forecasting SBS...
[2025-12-12T20:31:36.943434] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-12T20:31:36.943465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-12T20:31:36.954736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-12T20:31:36.955057] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-12T20:31:36.955930] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-12T20:31:36.955982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:36.956013] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:36.956040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:36.956096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:37.015191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:37.015911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:37.015988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:37.016022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:37.148228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:37.148382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:37.148420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:37.148449] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:37.151838] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-12-12T20:31:37.152150] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-12T20:31:37.152276] [INFO ] [sig       ] SBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:37.292941] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SBS.txt
[2025-12-12T20:31:37.293086] [INFO ] [sig       ] [2841/3596] Completed SBS in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:37.293130] [INFO ] [sig       ] [2842/3596] Forecasting SBSI...
[2025-12-12T20:31:37.293160] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-12T20:31:37.293190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-12T20:31:37.304331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-12T20:31:37.304691] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-12T20:31:37.305484] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-12T20:31:37.305537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:37.305570] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:37.305633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:37.305694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:37.364967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:37.365737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:37.365816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:37.365848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:37.483013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:37.483156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:37.483195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:37.483223] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:37.486622] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-12-12T20:31:37.486902] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-12T20:31:37.487026] [INFO ] [sig       ] SBSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:37.634822] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBSI.txt
[2025-12-12T20:31:37.634967] [INFO ] [sig       ] [2842/3596] Completed SBSI in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:37.635006] [INFO ] [sig       ] [2843/3596] Forecasting SBUX...
[2025-12-12T20:31:37.635037] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-12T20:31:37.635068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-12T20:31:37.646289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-12T20:31:37.646626] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-12T20:31:37.647401] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-12T20:31:37.647452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:37.647483] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:37.647510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:37.647566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:37.704426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:37.705181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:37.705262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:37.705293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:37.828031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:37.828176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:37.828217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:37.828245] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:37.831551] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2025-12-12T20:31:37.831862] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-12T20:31:37.831983] [INFO ] [sig       ] SBUX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:37.977782] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SBUX.txt
[2025-12-12T20:31:37.977943] [INFO ] [sig       ] [2843/3596] Completed SBUX in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:37.977984] [INFO ] [sig       ] [2844/3596] Forecasting SCD...
[2025-12-12T20:31:37.978017] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-12T20:31:37.978050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-12T20:31:37.991176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-12T20:31:37.991566] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-12T20:31:37.992367] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-12T20:31:37.992420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:37.992451] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:37.992477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:37.992532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:38.053351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:38.054184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:38.054268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:38.054307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:38.176453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:38.176645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:38.176695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:38.176725] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:38.180899] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-12-12T20:31:38.181370] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-12T20:31:38.181504] [INFO ] [sig       ] SCD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:38.339149] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SCD.txt
[2025-12-12T20:31:38.339301] [INFO ] [sig       ] [2844/3596] Completed SCD in 0.4s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:38.339340] [INFO ] [sig       ] [2845/3596] Forecasting SCHL...
[2025-12-12T20:31:38.339375] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-12T20:31:38.339407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-12T20:31:38.351809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-12T20:31:38.352114] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-12T20:31:38.352963] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-12T20:31:38.353016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:38.353048] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:38.353075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:38.353131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:38.412536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:38.413322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:38.413431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:38.413464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:38.540957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:38.541121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:38.541186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:38.541215] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:38.544830] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-12-12T20:31:38.545115] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-12T20:31:38.545430] [INFO ] [sig       ] SCHL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:38.695247] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SCHL.txt
[2025-12-12T20:31:38.695385] [INFO ] [sig       ] [2845/3596] Completed SCHL in 0.4s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:38.695424] [INFO ] [sig       ] [2846/3596] Forecasting SCI...
[2025-12-12T20:31:38.695453] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-12T20:31:38.695483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-12T20:31:38.706971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-12T20:31:38.707281] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-12T20:31:38.708066] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-12T20:31:38.708118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:38.708150] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:38.708178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:38.708235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:38.767545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:38.768396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:38.768482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:38.768515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:38.886182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:38.886331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:38.886370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:38.886398] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:38.889782] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-12T20:31:38.890087] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-12T20:31:38.890209] [INFO ] [sig       ] SCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:39.044308] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SCI.txt
[2025-12-12T20:31:39.044449] [INFO ] [sig       ] [2846/3596] Completed SCI in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:39.044486] [INFO ] [sig       ] [2847/3596] Forecasting SCL...
[2025-12-12T20:31:39.044515] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-12T20:31:39.044545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-12T20:31:39.055792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-12T20:31:39.056088] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-12T20:31:39.056852] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-12T20:31:39.056902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:39.056932] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:39.056958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:39.057012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:39.113638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:39.114329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:39.114407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:39.114439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:39.232108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:39.232241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:39.232279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:39.232307] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:39.235706] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2025-12-12T20:31:39.235989] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-12T20:31:39.236117] [INFO ] [sig       ] SCL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:39.384465] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SCL.txt
[2025-12-12T20:31:39.384621] [INFO ] [sig       ] [2847/3596] Completed SCL in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:39.384675] [INFO ] [sig       ] [2848/3596] Forecasting SCLX...
[2025-12-12T20:31:39.384712] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-12T20:31:39.384743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-12T20:31:39.395968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-12T20:31:39.396253] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-12T20:31:39.397063] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-12T20:31:39.397116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:39.397148] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:39.397175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:39.397235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:39.454016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:39.454777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:39.454853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:39.454884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:39.576167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:39.576328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:39.576368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:39.576398] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:39.579883] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-12T20:31:39.580160] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-12T20:31:39.580473] [INFO ] [sig       ] SCLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:39.734424] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SCLX.txt
[2025-12-12T20:31:39.734617] [INFO ] [sig       ] [2848/3596] Completed SCLX in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:39.734659] [INFO ] [sig       ] [2849/3596] Forecasting SCM...
[2025-12-12T20:31:39.734690] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-12T20:31:39.734722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-12T20:31:39.746343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-12T20:31:39.746718] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-12T20:31:39.747499] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-12T20:31:39.747551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:39.747613] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:39.747644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:39.747705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:39.807458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:39.808356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:39.808437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:39.808470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:39.929785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:39.929953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:39.929993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:39.930021] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:39.933335] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-12T20:31:39.933628] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-12T20:31:39.933748] [INFO ] [sig       ] SCM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:40.106336] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SCM.txt
[2025-12-12T20:31:40.106546] [INFO ] [sig       ] [2849/3596] Completed SCM in 0.4s | 2.86 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-12T20:31:40.106619] [INFO ] [sig       ] [2850/3596] Forecasting SCSC...
[2025-12-12T20:31:40.106663] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-12T20:31:40.106706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-12T20:31:40.349607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-12T20:31:40.350062] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-12T20:31:40.350925] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-12T20:31:40.350980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:40.351013] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:40.351042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:40.351100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:40.414560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:40.415492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:40.415596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:40.415633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:40.547234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:40.547394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:40.547436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:40.547466] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:40.550937] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-12T20:31:40.551230] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-12T20:31:40.551359] [INFO ] [sig       ] SCSC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:40.697523] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SCSC.txt
[2025-12-12T20:31:40.697709] [INFO ] [sig       ] [2850/3596] Completed SCSC in 0.6s | 2.86 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-12T20:31:40.697752] [INFO ] [sig       ] [2851/3596] Forecasting SCVL...
[2025-12-12T20:31:40.697784] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-12T20:31:40.697815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-12T20:31:40.709453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-12T20:31:40.709808] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-12T20:31:40.710636] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-12T20:31:40.710689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:40.710724] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:40.710751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:40.710808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:40.771270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:40.772171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:40.772261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:40.772296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:40.895862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:40.896021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:40.896075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:40.896108] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:40.899517] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-12-12T20:31:40.899869] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-12T20:31:40.899996] [INFO ] [sig       ] SCVL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:41.047193] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SCVL.txt
[2025-12-12T20:31:41.047366] [INFO ] [sig       ] [2851/3596] Completed SCVL in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-12T20:31:41.047407] [INFO ] [sig       ] [2852/3596] Forecasting SCZ...
[2025-12-12T20:31:41.047437] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-12T20:31:41.047469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-12T20:31:41.061858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-12T20:31:41.062431] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-12T20:31:41.063449] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-12T20:31:41.063506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:41.063589] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:41.063620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:41.063682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:41.131699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:41.132943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:41.133047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:41.133080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:41.254732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:41.254976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:41.255022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:41.255050] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:41.258997] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-12T20:31:41.259339] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-12T20:31:41.259490] [INFO ] [sig       ] SCZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:41.401165] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SCZ.txt
[2025-12-12T20:31:41.401380] [INFO ] [sig       ] [2852/3596] Completed SCZ in 0.4s | 2.86 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-12T20:31:41.401422] [INFO ] [sig       ] [2853/3596] Forecasting SD...
[2025-12-12T20:31:41.401462] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-12T20:31:41.401499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-12T20:31:41.415964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-12T20:31:41.416782] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-12T20:31:41.417944] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-12T20:31:41.418002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:41.418034] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:41.418058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:41.418115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:41.477367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:41.478510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:41.478628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:41.478662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:41.598777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:41.599012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:41.599090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:41.599122] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:41.603343] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-12T20:31:41.603692] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-12T20:31:41.603826] [INFO ] [sig       ] SD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:41.745378] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SD.txt
[2025-12-12T20:31:41.745622] [INFO ] [sig       ] [2853/3596] Completed SD in 0.3s | 2.86 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-12T20:31:41.745666] [INFO ] [sig       ] [2854/3596] Forecasting SDA...
[2025-12-12T20:31:41.745696] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-12T20:31:41.745727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-12T20:31:41.760117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-12T20:31:41.760627] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-12T20:31:41.761487] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-12T20:31:41.761541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:41.761596] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:41.761628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:41.761684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:41.821947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:41.823087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:41.823184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:41.823219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:41.950755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:41.951003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:41.951051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:41.951080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:41.955352] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-12-12T20:31:41.955787] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-12T20:31:41.955956] [INFO ] [sig       ] SDA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:42.110860] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SDA.txt
[2025-12-12T20:31:42.111083] [INFO ] [sig       ] [2854/3596] Completed SDA in 0.4s | 2.86 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-12T20:31:42.111125] [INFO ] [sig       ] [2855/3596] Forecasting SDHY...
[2025-12-12T20:31:42.111156] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-12T20:31:42.111191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-12T20:31:42.126415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-12T20:31:42.127056] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-12T20:31:42.128610] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-12T20:31:42.128704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:42.128738] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:42.128765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:42.128825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:42.190544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:42.191782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:42.191899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:42.191934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:42.319126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:42.319369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:42.319461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:42.319518] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:42.324349] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-12-12T20:31:42.324804] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-12T20:31:42.324965] [INFO ] [sig       ] SDHY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:42.482640] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SDHY.txt
[2025-12-12T20:31:42.482816] [INFO ] [sig       ] [2855/3596] Completed SDHY in 0.4s | 2.86 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-12T20:31:42.482857] [INFO ] [sig       ] [2856/3596] Forecasting SDRL...
[2025-12-12T20:31:42.482888] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-12T20:31:42.482918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-12T20:31:42.495464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-12T20:31:42.495906] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-12T20:31:42.496740] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-12T20:31:42.496792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:42.496823] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:42.496855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:42.496912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:42.555938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:42.556805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:42.556891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:42.556923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:42.677468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:42.677649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:42.677692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:42.677738] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:42.681214] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-12T20:31:42.681519] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-12T20:31:42.681667] [INFO ] [sig       ] SDRL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:42.821968] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SDRL.txt
[2025-12-12T20:31:42.822124] [INFO ] [sig       ] [2856/3596] Completed SDRL in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:42.822164] [INFO ] [sig       ] [2857/3596] Forecasting SDVY...
[2025-12-12T20:31:42.822194] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-12T20:31:42.822224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-12T20:31:42.834274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-12T20:31:42.834637] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-12T20:31:42.835378] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-12T20:31:42.835429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:42.835459] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:42.835485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:42.835540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:42.892241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:42.893102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:42.893183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:42.893215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:43.012804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:43.012969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:43.013009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:43.013036] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:43.016357] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-12T20:31:43.016664] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-12T20:31:43.016791] [INFO ] [sig       ] SDVY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:43.156632] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SDVY.txt
[2025-12-12T20:31:43.156790] [INFO ] [sig       ] [2857/3596] Completed SDVY in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:43.156828] [INFO ] [sig       ] [2858/3596] Forecasting SE...
[2025-12-12T20:31:43.156857] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-12T20:31:43.156886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-12T20:31:43.168870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-12T20:31:43.169231] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-12T20:31:43.170032] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-12T20:31:43.170082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:43.170113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:43.170139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:43.170193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:43.227750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:43.228698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:43.228780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:43.228831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:43.353799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:43.353983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:43.354025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:43.354055] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:43.357465] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-12T20:31:43.357776] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-12T20:31:43.357906] [INFO ] [sig       ] SE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:43.497653] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SE.txt
[2025-12-12T20:31:43.497811] [INFO ] [sig       ] [2858/3596] Completed SE in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:43.497852] [INFO ] [sig       ] [2859/3596] Forecasting SEDG...
[2025-12-12T20:31:43.497882] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-12T20:31:43.497913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-12T20:31:43.510191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-12T20:31:43.510554] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-12T20:31:43.511347] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-12T20:31:43.511398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:43.511429] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:43.511454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:43.511509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:43.568629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:43.569529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:43.569627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:43.569659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:43.690487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:43.690685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:43.690725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:43.690752] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:43.694085] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-12-12T20:31:43.694366] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-12T20:31:43.694488] [INFO ] [sig       ] SEDG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:43.834725] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SEDG.txt
[2025-12-12T20:31:43.834886] [INFO ] [sig       ] [2859/3596] Completed SEDG in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:43.834925] [INFO ] [sig       ] [2860/3596] Forecasting SEE...
[2025-12-12T20:31:43.834955] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-12T20:31:43.834984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-12T20:31:43.848392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-12T20:31:43.848804] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-12T20:31:43.849651] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-12T20:31:43.849705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:43.849738] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:43.849765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:43.849860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:43.908629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:43.909461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:43.909541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:43.909593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:44.037735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:44.037893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:44.037932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:44.037961] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:44.041437] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-12T20:31:44.041747] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-12T20:31:44.041877] [INFO ] [sig       ] SEE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:44.190557] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SEE.txt
[2025-12-12T20:31:44.190750] [INFO ] [sig       ] [2860/3596] Completed SEE in 0.4s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:44.190789] [INFO ] [sig       ] [2861/3596] Forecasting SEIC...
[2025-12-12T20:31:44.190818] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-12T20:31:44.190847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-12T20:31:44.203799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-12T20:31:44.204129] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-12T20:31:44.204986] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-12T20:31:44.205040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:44.205072] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:44.205098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:44.205154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:44.265531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:44.266233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:44.266311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:44.266344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:44.392070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:44.392239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:44.392286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:44.392315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:44.395807] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-12T20:31:44.396094] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-12T20:31:44.396270] [INFO ] [sig       ] SEIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:44.541142] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SEIC.txt
[2025-12-12T20:31:44.541300] [INFO ] [sig       ] [2861/3596] Completed SEIC in 0.4s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:44.541339] [INFO ] [sig       ] [2862/3596] Forecasting SELF...
[2025-12-12T20:31:44.541370] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-12T20:31:44.541400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-12T20:31:44.552764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-12T20:31:44.553059] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-12T20:31:44.553844] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-12T20:31:44.553906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:44.553937] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:44.553964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:44.554019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:44.615182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:44.616029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:44.616142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:44.616177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:44.729164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:44.729317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:44.729358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:44.729386] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:44.733204] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=62.59%)
[2025-12-12T20:31:44.733598] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-12T20:31:44.733762] [INFO ] [sig       ] SELF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:44.876201] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SELF.txt
[2025-12-12T20:31:44.876353] [INFO ] [sig       ] [2862/3596] Completed SELF in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:44.876391] [INFO ] [sig       ] [2863/3596] Forecasting SEM...
[2025-12-12T20:31:44.876421] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-12T20:31:44.876451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-12T20:31:44.888755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-12T20:31:44.889097] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-12T20:31:44.889968] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-12T20:31:44.890024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:44.890058] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:44.890095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:44.890179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:44.946369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:44.947334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:44.947416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:44.947449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:45.069534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:45.069719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:45.069761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:45.069791] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:45.073240] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-12T20:31:45.073531] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-12T20:31:45.073674] [INFO ] [sig       ] SEM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:45.215658] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SEM.txt
[2025-12-12T20:31:45.215821] [INFO ] [sig       ] [2863/3596] Completed SEM in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:45.215859] [INFO ] [sig       ] [2864/3596] Forecasting SENEA...
[2025-12-12T20:31:45.215890] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-12T20:31:45.215921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-12T20:31:45.227701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-12T20:31:45.228024] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-12T20:31:45.228826] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-12T20:31:45.228879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:45.228908] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:45.228932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:45.228986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:45.287222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:45.287987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:45.288067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:45.288100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:45.411426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:45.411601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:45.411645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:45.411674] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:45.415042] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-12-12T20:31:45.415315] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-12T20:31:45.415438] [INFO ] [sig       ] SENEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:45.555235] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SENEA.txt
[2025-12-12T20:31:45.555378] [INFO ] [sig       ] [2864/3596] Completed SENEA in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:45.555416] [INFO ] [sig       ] [2865/3596] Forecasting SENS...
[2025-12-12T20:31:45.555446] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-12T20:31:45.555475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-12T20:31:45.567135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-12T20:31:45.567432] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-12T20:31:45.568211] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-12T20:31:45.568273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:45.568310] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:45.568336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:45.568389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:45.627274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:45.628061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:45.628140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:45.628180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:45.752380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:45.752535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:45.752596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:45.752632] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:45.756033] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=23.49%)
[2025-12-12T20:31:45.756340] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-12T20:31:45.756462] [INFO ] [sig       ] SENS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:45.907448] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SENS.txt
[2025-12-12T20:31:45.907640] [INFO ] [sig       ] [2865/3596] Completed SENS in 0.4s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:45.907682] [INFO ] [sig       ] [2866/3596] Forecasting SERA...
[2025-12-12T20:31:45.907710] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-12T20:31:45.907742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-12T20:31:45.918504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-12T20:31:45.918802] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-12T20:31:45.919543] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-12T20:31:45.919610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:45.919660] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:45.919687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:45.919742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:45.980066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:45.980942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:45.981023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:45.981056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:46.105824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:46.105980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:46.106019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:46.106049] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:46.109472] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-12T20:31:46.109771] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-12T20:31:46.109917] [INFO ] [sig       ] SERA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:46.252733] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SERA.txt
[2025-12-12T20:31:46.252873] [INFO ] [sig       ] [2866/3596] Completed SERA in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-12T20:31:46.252911] [INFO ] [sig       ] [2867/3596] Forecasting SES...
[2025-12-12T20:31:46.252941] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-12T20:31:46.252971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-12T20:31:46.264537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-12T20:31:46.264842] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-12T20:31:46.265606] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-12T20:31:46.265658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:46.265688] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:46.265714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:46.265767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:46.323386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:46.324063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:46.324138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:46.324170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:46.456111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:46.456257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:46.456297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:46.456325] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:46.459974] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-12T20:31:46.460245] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-12T20:31:46.460361] [INFO ] [sig       ] SES: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:46.600429] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SES.txt
[2025-12-12T20:31:46.600585] [INFO ] [sig       ] [2867/3596] Completed SES in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-12T20:31:46.600628] [INFO ] [sig       ] [2868/3596] Forecasting SEVN...
[2025-12-12T20:31:46.600660] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-12T20:31:46.600691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-12T20:31:46.612295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-12T20:31:46.612611] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-12T20:31:46.613599] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-12T20:31:46.613652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:46.613684] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:46.613711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:46.613767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:46.673311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:46.674053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:46.674132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:46.674165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:46.791460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:46.791636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:46.791677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:46.791706] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:46.795034] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-12T20:31:46.795345] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-12T20:31:46.795475] [INFO ] [sig       ] SEVN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:46.936128] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SEVN.txt
[2025-12-12T20:31:46.936271] [INFO ] [sig       ] [2868/3596] Completed SEVN in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-12T20:31:46.936309] [INFO ] [sig       ] [2869/3596] Forecasting SEZL...
[2025-12-12T20:31:46.936338] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-12T20:31:46.936367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-12T20:31:46.948599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-12T20:31:46.948990] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-12T20:31:46.949872] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-12T20:31:46.949926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:46.949988] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:46.950017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:46.950074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:47.009886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:47.010812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:47.010894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:47.010927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:47.129992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:47.130166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:47.130207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:47.130235] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:47.133653] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-12T20:31:47.133938] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-12T20:31:47.134065] [INFO ] [sig       ] SEZL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:47.275650] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SEZL.txt
[2025-12-12T20:31:47.275809] [INFO ] [sig       ] [2869/3596] Completed SEZL in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-12T20:31:47.275848] [INFO ] [sig       ] [2870/3596] Forecasting SF...
[2025-12-12T20:31:47.275877] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-12T20:31:47.275907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-12T20:31:47.287420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-12T20:31:47.287746] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-12T20:31:47.288505] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-12T20:31:47.288555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:47.288609] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:47.288637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:47.288692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:47.347364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:47.348196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:47.348279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:47.348312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:47.473901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:47.474055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:47.474097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:47.474125] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:47.477836] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-12-12T20:31:47.478123] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-12T20:31:47.478265] [INFO ] [sig       ] SF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:47.620338] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SF.txt
[2025-12-12T20:31:47.620502] [INFO ] [sig       ] [2870/3596] Completed SF in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-12T20:31:47.620542] [INFO ] [sig       ] [2871/3596] Forecasting SFB...
[2025-12-12T20:31:47.620593] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-12T20:31:47.620633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-12T20:31:47.631819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-12T20:31:47.632162] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-12T20:31:47.632956] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-12T20:31:47.633009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:47.633041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:47.633068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:47.633124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:47.694498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:47.695364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:47.695444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:47.695477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:47.810811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:47.810961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:47.811000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:47.811028] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:47.814532] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-12T20:31:47.814835] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-12T20:31:47.814960] [INFO ] [sig       ] SFB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:47.954619] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SFB.txt
[2025-12-12T20:31:47.954773] [INFO ] [sig       ] [2871/3596] Completed SFB in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-12T20:31:47.954813] [INFO ] [sig       ] [2872/3596] Forecasting SFBS...
[2025-12-12T20:31:47.954844] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-12T20:31:47.954876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-12T20:31:47.966274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-12T20:31:47.966640] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-12T20:31:47.967410] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-12T20:31:47.967463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:47.967494] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:47.967521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:47.967596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:48.026230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:48.027075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:48.027156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:48.027189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:48.146510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:48.146677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:48.146716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:48.146773] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:48.150151] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=18.65%)
[2025-12-12T20:31:48.150421] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-12T20:31:48.150542] [INFO ] [sig       ] SFBS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:48.291994] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SFBS.txt
[2025-12-12T20:31:48.292143] [INFO ] [sig       ] [2872/3596] Completed SFBS in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-12T20:31:48.292183] [INFO ] [sig       ] [2873/3596] Forecasting SFIX...
[2025-12-12T20:31:48.292214] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-12T20:31:48.292247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-12T20:31:48.304685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-12T20:31:48.305074] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-12T20:31:48.305926] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-12T20:31:48.305996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:48.306029] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:48.306056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:48.306113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:48.365231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:48.366098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:48.366188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:48.366220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:48.488344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:48.488504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:48.488543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:48.488588] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:48.492068] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-12T20:31:48.492366] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-12T20:31:48.492710] [INFO ] [sig       ] SFIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:48.637477] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SFIX.txt
[2025-12-12T20:31:48.637658] [INFO ] [sig       ] [2873/3596] Completed SFIX in 0.3s | 2.86 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-12T20:31:48.637709] [INFO ] [sig       ] [2874/3596] Forecasting SFL...
[2025-12-12T20:31:48.637745] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-12T20:31:48.637776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-12T20:31:48.649597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-12T20:31:48.650047] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-12T20:31:48.650894] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-12T20:31:48.650949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:48.650981] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:48.651007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:48.651062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:48.713136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:48.713993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:48.714075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:48.714109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:48.840060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:48.840225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:48.840284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:48.840316] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:48.844072] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-12T20:31:48.844458] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-12T20:31:48.844629] [INFO ] [sig       ] SFL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:48.989762] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SFL.txt
[2025-12-12T20:31:48.989972] [INFO ] [sig       ] [2874/3596] Completed SFL in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:48.990019] [INFO ] [sig       ] [2875/3596] Forecasting SFLO...
[2025-12-12T20:31:48.990049] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-12T20:31:48.990082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-12T20:31:49.001342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-12T20:31:49.001721] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-12T20:31:49.002599] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-12T20:31:49.002654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:49.002686] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:49.002714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:49.002771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:49.061485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:49.062397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:49.062479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:49.062512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:49.189298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:49.189457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:49.189497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:49.189526] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:49.193016] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-12T20:31:49.193320] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-12T20:31:49.193449] [INFO ] [sig       ] SFLO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:49.341325] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SFLO.txt
[2025-12-12T20:31:49.341479] [INFO ] [sig       ] [2875/3596] Completed SFLO in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:49.341518] [INFO ] [sig       ] [2876/3596] Forecasting SFM...
[2025-12-12T20:31:49.341548] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-12T20:31:49.341596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-12T20:31:49.353753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-12T20:31:49.354131] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-12T20:31:49.355161] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-12T20:31:49.355216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:49.355249] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:49.355277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:49.355333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:49.416790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:49.417665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:49.417753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:49.417787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:49.560921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:49.561102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:49.561152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:49.561190] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:49.566321] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-12-12T20:31:49.566754] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-12T20:31:49.566919] [INFO ] [sig       ] SFM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:49.723194] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SFM.txt
[2025-12-12T20:31:49.723356] [INFO ] [sig       ] [2876/3596] Completed SFM in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:49.723402] [INFO ] [sig       ] [2877/3596] Forecasting SFNC...
[2025-12-12T20:31:49.723432] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-12T20:31:49.723464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-12T20:31:49.734950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-12T20:31:49.735310] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-12T20:31:49.736100] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-12T20:31:49.736152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:49.736182] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:49.736208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:49.736263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:49.796278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:49.797106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:49.797186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:49.797217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:49.918162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:49.918321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:49.918360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:49.918387] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:49.922005] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=22.89%)
[2025-12-12T20:31:49.922340] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-12T20:31:49.922483] [INFO ] [sig       ] SFNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:50.060131] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SFNC.txt
[2025-12-12T20:31:50.060292] [INFO ] [sig       ] [2877/3596] Completed SFNC in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:50.060331] [INFO ] [sig       ] [2878/3596] Forecasting SG...
[2025-12-12T20:31:50.060360] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-12T20:31:50.060389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-12T20:31:50.072306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-12T20:31:50.072661] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-12T20:31:50.073412] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-12T20:31:50.073463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:50.073493] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:50.073518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:50.073595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:50.131275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:50.132135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:50.132213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:50.132245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:50.251825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:50.251979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:50.252017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:50.252046] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:50.255336] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-12-12T20:31:50.255667] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-12T20:31:50.255822] [INFO ] [sig       ] SG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:50.400101] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SG.txt
[2025-12-12T20:31:50.400260] [INFO ] [sig       ] [2878/3596] Completed SG in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:50.400299] [INFO ] [sig       ] [2879/3596] Forecasting SGBX...
[2025-12-12T20:31:50.400332] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-12T20:31:50.400364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-12T20:31:50.411940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-12T20:31:50.412291] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-12T20:31:50.413087] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-12T20:31:50.413139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:50.413169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:50.413196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:50.413250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:50.470666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:50.471510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:50.471642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:50.471676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:50.596028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:50.596181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:50.596219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:50.596247] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:50.599604] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-12T20:31:50.599914] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-12T20:31:50.600055] [INFO ] [sig       ] SGBX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:50.739923] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SGBX.txt
[2025-12-12T20:31:50.740089] [INFO ] [sig       ] [2879/3596] Completed SGBX in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:50.740127] [INFO ] [sig       ] [2880/3596] Forecasting SGC...
[2025-12-12T20:31:50.740157] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-12T20:31:50.740188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-12T20:31:50.752285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-12T20:31:50.752655] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-12T20:31:50.753398] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-12T20:31:50.753449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:50.753480] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:50.753506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:50.753561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:50.812650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:50.813493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:50.813588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:50.813622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:50.935513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:50.935683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:50.935741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:50.935770] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:50.939059] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-12T20:31:50.939334] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-12T20:31:50.939452] [INFO ] [sig       ] SGC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:51.081835] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SGC.txt
[2025-12-12T20:31:51.082000] [INFO ] [sig       ] [2880/3596] Completed SGC in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:51.082040] [INFO ] [sig       ] [2881/3596] Forecasting SGHC...
[2025-12-12T20:31:51.082070] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-12T20:31:51.082100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-12T20:31:51.093665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-12T20:31:51.093985] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-12T20:31:51.094751] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-12T20:31:51.094803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:51.094833] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:51.094859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:51.094913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:51.152422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:51.153268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:51.153349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:51.153380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:51.270039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:51.270192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:51.270231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:51.270259] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:51.273548] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-12T20:31:51.273844] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-12T20:31:51.273968] [INFO ] [sig       ] SGHC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:51.467301] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SGHC.txt
[2025-12-12T20:31:51.467461] [INFO ] [sig       ] [2881/3596] Completed SGHC in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:51.467500] [INFO ] [sig       ] [2882/3596] Forecasting SGRY...
[2025-12-12T20:31:51.467529] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-12T20:31:51.467558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-12T20:31:51.479445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-12T20:31:51.479888] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-12T20:31:51.480703] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-12T20:31:51.480755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:51.480787] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:51.480812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:51.480867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:51.539937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:51.540817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:51.540914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:51.540947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:51.666451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:51.666622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:51.666663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:51.666691] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:51.670638] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-12T20:31:51.670963] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-12T20:31:51.671100] [INFO ] [sig       ] SGRY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:51.817015] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SGRY.txt
[2025-12-12T20:31:51.817216] [INFO ] [sig       ] [2882/3596] Completed SGRY in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:51.817256] [INFO ] [sig       ] [2883/3596] Forecasting SHAK...
[2025-12-12T20:31:51.817286] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-12T20:31:51.817316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-12T20:31:51.828819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-12T20:31:51.829192] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-12T20:31:51.833611] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-12T20:31:51.833801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:51.833836] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:51.833863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:51.833932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:51.896319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:51.897079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:51.897157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:51.897190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:52.025010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:52.025166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:52.025206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:52.025234] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:52.029114] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-12-12T20:31:52.029387] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-12T20:31:52.029509] [INFO ] [sig       ] SHAK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:52.172853] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHAK.txt
[2025-12-12T20:31:52.172991] [INFO ] [sig       ] [2883/3596] Completed SHAK in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:52.173029] [INFO ] [sig       ] [2884/3596] Forecasting SHBI...
[2025-12-12T20:31:52.173058] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-12T20:31:52.173088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-12T20:31:52.185466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-12T20:31:52.185953] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-12T20:31:52.186717] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-12T20:31:52.186768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:52.186817] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:52.186846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:52.186901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:52.244804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:52.245380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:52.245455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:52.245486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:52.366486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:52.366642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:52.366681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:52.366709] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:52.369992] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-12T20:31:52.370258] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-12T20:31:52.370379] [INFO ] [sig       ] SHBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:52.511364] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SHBI.txt
[2025-12-12T20:31:52.511517] [INFO ] [sig       ] [2884/3596] Completed SHBI in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-12T20:31:52.511555] [INFO ] [sig       ] [2885/3596] Forecasting SHC...
[2025-12-12T20:31:52.511801] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-12T20:31:52.511834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-12T20:31:52.524160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-12T20:31:52.524421] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-12T20:31:52.525178] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-12T20:31:52.525228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:52.525259] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:52.525285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:52.525339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:52.585484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:52.586153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:52.586231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:52.586266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:52.712907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:52.713062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:52.713101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:52.713132] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:52.717172] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-12T20:31:52.717754] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-12T20:31:52.717913] [INFO ] [sig       ] SHC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:52.867454] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHC.txt
[2025-12-12T20:31:52.867623] [INFO ] [sig       ] [2885/3596] Completed SHC in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-12T20:31:52.867663] [INFO ] [sig       ] [2886/3596] Forecasting SHCO...
[2025-12-12T20:31:52.867693] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-12T20:31:52.867723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-12T20:31:52.880746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-12T20:31:52.881188] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-12T20:31:52.881999] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-12T20:31:52.882051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:52.882111] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:52.882138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:52.882194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:52.940917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:52.942017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:52.942096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:52.942129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:53.069449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:53.069628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:53.069670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:53.069698] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:53.073116] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-12T20:31:53.073490] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-12T20:31:53.073658] [INFO ] [sig       ] SHCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:53.219679] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SHCO.txt
[2025-12-12T20:31:53.219850] [INFO ] [sig       ] [2886/3596] Completed SHCO in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-12T20:31:53.219891] [INFO ] [sig       ] [2887/3596] Forecasting SHEL...
[2025-12-12T20:31:53.219921] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-12T20:31:53.219951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-12T20:31:53.231820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-12T20:31:53.232173] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-12T20:31:53.232989] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-12T20:31:53.233040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:53.233071] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:53.233097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:53.233151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:53.292070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:53.292949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:53.293027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:53.293058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:53.417997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:53.418153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:53.418192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:53.418219] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:53.421560] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-12T20:31:53.421847] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-12T20:31:53.421966] [INFO ] [sig       ] SHEL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:53.558935] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHEL.txt
[2025-12-12T20:31:53.559066] [INFO ] [sig       ] [2887/3596] Completed SHEL in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-12T20:31:53.559104] [INFO ] [sig       ] [2888/3596] Forecasting SHEN...
[2025-12-12T20:31:53.559140] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-12T20:31:53.559171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-12T20:31:53.571063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-12T20:31:53.571317] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-12T20:31:53.572105] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-12T20:31:53.572156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:53.572188] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:53.572214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:53.572270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:53.628779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:53.629352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:53.629430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:53.629460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:53.747491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:53.747643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:53.747683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:53.747710] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:53.750976] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=16.65%)
[2025-12-12T20:31:53.751262] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-12T20:31:53.751398] [INFO ] [sig       ] SHEN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:53.889616] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SHEN.txt
[2025-12-12T20:31:53.889786] [INFO ] [sig       ] [2888/3596] Completed SHEN in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-12T20:31:53.889841] [INFO ] [sig       ] [2889/3596] Forecasting SHFS...
[2025-12-12T20:31:53.889872] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-12T20:31:53.889903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-12T20:31:53.901029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-12T20:31:53.901340] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-12T20:31:53.902116] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-12T20:31:53.902167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:53.902198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:53.902223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:53.902278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:53.965315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:53.966513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:53.966831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:53.966865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:54.085113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:54.085276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:54.085314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:54.085383] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:54.088750] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-12T20:31:54.089025] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-12T20:31:54.089149] [INFO ] [sig       ] SHFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:54.238058] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHFS.txt
[2025-12-12T20:31:54.238226] [INFO ] [sig       ] [2889/3596] Completed SHFS in 0.3s | 2.86 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-12T20:31:54.238265] [INFO ] [sig       ] [2890/3596] Forecasting SHG...
[2025-12-12T20:31:54.238294] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-12T20:31:54.238324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-12T20:31:54.249895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-12T20:31:54.250280] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-12T20:31:54.251079] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-12T20:31:54.251131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:54.251162] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:54.251188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:54.251244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:54.312412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:54.313504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:54.313805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:54.313841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:54.441761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:54.441925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:54.441966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:54.441997] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:54.445426] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-12T20:31:54.445748] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-12T20:31:54.445881] [INFO ] [sig       ] SHG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:54.596801] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SHG.txt
[2025-12-12T20:31:54.596955] [INFO ] [sig       ] [2890/3596] Completed SHG in 0.4s | 2.86 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-12T20:31:54.596994] [INFO ] [sig       ] [2891/3596] Forecasting SHIP...
[2025-12-12T20:31:54.597024] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-12T20:31:54.597054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-12T20:31:54.609189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-12T20:31:54.609565] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-12T20:31:54.610401] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-12T20:31:54.610454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:54.610485] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:54.610513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:54.610589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:54.669709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:54.670642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:54.670725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:54.670759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:54.799179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:54.799347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:54.799393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:54.799444] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:54.802940] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-12T20:31:54.803217] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-12T20:31:54.803342] [INFO ] [sig       ] SHIP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:54.944788] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHIP.txt
[2025-12-12T20:31:54.944926] [INFO ] [sig       ] [2891/3596] Completed SHIP in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:54.944963] [INFO ] [sig       ] [2892/3596] Forecasting SHLS...
[2025-12-12T20:31:54.944992] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-12T20:31:54.945023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-12T20:31:54.957398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-12T20:31:54.957682] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-12T20:31:54.958438] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-12T20:31:54.958500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:54.958537] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:54.958563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:54.958640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:55.018171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:55.018809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:55.018883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:55.018915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:55.142935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:55.143089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:55.143128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:55.143156] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:55.146468] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-12-12T20:31:55.146764] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-12T20:31:55.146886] [INFO ] [sig       ] SHLS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:55.290435] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHLS.txt
[2025-12-12T20:31:55.290605] [INFO ] [sig       ] [2892/3596] Completed SHLS in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:55.290645] [INFO ] [sig       ] [2893/3596] Forecasting SHO...
[2025-12-12T20:31:55.290675] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-12T20:31:55.290705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-12T20:31:55.302839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-12T20:31:55.303132] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-12T20:31:55.303905] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-12T20:31:55.303956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:55.303989] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:55.304019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:55.304073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:55.363528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:55.364292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:55.364375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:55.364434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:55.493373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:55.493534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:55.493593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:55.493625] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:55.497188] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-12T20:31:55.497477] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-12T20:31:55.497803] [INFO ] [sig       ] SHO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:55.639965] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHO.txt
[2025-12-12T20:31:55.640109] [INFO ] [sig       ] [2893/3596] Completed SHO in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:55.640147] [INFO ] [sig       ] [2894/3596] Forecasting SHOC...
[2025-12-12T20:31:55.640175] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-12T20:31:55.640205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-12T20:31:55.651640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-12T20:31:55.651935] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-12T20:31:55.652702] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-12T20:31:55.652753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:55.652784] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:55.652810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:55.652877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:55.711978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:55.712752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:55.712829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:55.712862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:55.829930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:55.830081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:55.830120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:55.830147] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:55.833671] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-12T20:31:55.833939] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-12T20:31:55.834056] [INFO ] [sig       ] SHOC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:55.983632] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHOC.txt
[2025-12-12T20:31:55.983776] [INFO ] [sig       ] [2894/3596] Completed SHOC in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:55.983815] [INFO ] [sig       ] [2895/3596] Forecasting SHOO...
[2025-12-12T20:31:55.983851] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-12T20:31:55.983890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-12T20:31:55.996385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-12T20:31:55.996732] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-12T20:31:55.997497] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-12T20:31:55.997550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:55.997786] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:55.997816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:55.997884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:56.061487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:56.062625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:56.062709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:56.062741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:56.190796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:56.190956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:56.190995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:56.191024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:56.194772] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=31.01%)
[2025-12-12T20:31:56.195113] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-12T20:31:56.195249] [INFO ] [sig       ] SHOO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:56.350378] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SHOO.txt
[2025-12-12T20:31:56.350563] [INFO ] [sig       ] [2895/3596] Completed SHOO in 0.4s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:56.350621] [INFO ] [sig       ] [2896/3596] Forecasting SHOP...
[2025-12-12T20:31:56.350651] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-12T20:31:56.350861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-12T20:31:56.363424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-12T20:31:56.364043] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-12T20:31:56.365084] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-12T20:31:56.365138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:56.365169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:56.365195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:56.365250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:56.423121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:56.424017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:56.424154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:56.424210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:56.557181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:56.557336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:56.557375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:56.557403] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:56.561085] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-12T20:31:56.561428] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-12T20:31:56.561569] [INFO ] [sig       ] SHOP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:56.711497] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SHOP.txt
[2025-12-12T20:31:56.711674] [INFO ] [sig       ] [2896/3596] Completed SHOP in 0.4s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:56.711715] [INFO ] [sig       ] [2897/3596] Forecasting SHY...
[2025-12-12T20:31:56.711747] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-12T20:31:56.711777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-12T20:31:56.723981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-12T20:31:56.724378] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-12T20:31:56.725199] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-12T20:31:56.725251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:56.725282] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:56.725309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:56.725364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:56.784689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:56.785377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:56.785455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:56.785487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:56.908800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:56.908954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:56.908994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:56.909022] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:56.912363] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-12T20:31:56.912658] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-12T20:31:56.912777] [INFO ] [sig       ] SHY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:57.053443] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SHY.txt
[2025-12-12T20:31:57.053595] [INFO ] [sig       ] [2897/3596] Completed SHY in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:57.053637] [INFO ] [sig       ] [2898/3596] Forecasting SIBN...
[2025-12-12T20:31:57.053855] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-12T20:31:57.053885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-12T20:31:57.065739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-12T20:31:57.066048] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-12T20:31:57.066812] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-12T20:31:57.066863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:57.066894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:57.066921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:57.066977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:57.125908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:57.126882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:57.126961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:57.126993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:57.254232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:57.254398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:57.254450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:57.254486] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:57.258095] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-12T20:31:57.258401] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-12T20:31:57.258537] [INFO ] [sig       ] SIBN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:57.406789] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIBN.txt
[2025-12-12T20:31:57.406944] [INFO ] [sig       ] [2898/3596] Completed SIBN in 0.4s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:57.406985] [INFO ] [sig       ] [2899/3596] Forecasting SID...
[2025-12-12T20:31:57.407016] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-12T20:31:57.407049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-12T20:31:57.419879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-12T20:31:57.420200] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-12T20:31:57.421052] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-12T20:31:57.421106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:57.421140] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:57.421168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:57.421224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:57.479452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:57.480248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:57.480330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:57.480364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:57.601857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:57.602011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:57.602052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:57.602083] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:57.605452] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-12T20:31:57.605757] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-12T20:31:57.605885] [INFO ] [sig       ] SID: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:57.752441] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SID.txt
[2025-12-12T20:31:57.752623] [INFO ] [sig       ] [2899/3596] Completed SID in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:57.752665] [INFO ] [sig       ] [2900/3596] Forecasting SIEB...
[2025-12-12T20:31:57.752695] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-12T20:31:57.752725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-12T20:31:57.763565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-12T20:31:57.763881] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-12T20:31:57.764655] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-12T20:31:57.764706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:57.764737] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:57.764763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:57.764817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:57.822010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:57.822697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:57.822773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:57.822805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:57.939436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:57.939603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:57.939647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:57.939676] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:57.943161] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=68.86%)
[2025-12-12T20:31:57.943436] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-12T20:31:57.943564] [INFO ] [sig       ] SIEB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:58.085079] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIEB.txt
[2025-12-12T20:31:58.085245] [INFO ] [sig       ] [2900/3596] Completed SIEB in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:58.085287] [INFO ] [sig       ] [2901/3596] Forecasting SIFY...
[2025-12-12T20:31:58.085321] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-12T20:31:58.085355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-12T20:31:58.097714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-12T20:31:58.098013] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-12T20:31:58.098810] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-12T20:31:58.098871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:58.098904] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:58.098933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:58.098990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:58.158076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:58.158938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:58.159019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:58.159050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:58.274550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:58.274713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:58.274755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:58.274783] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:58.278072] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-12T20:31:58.278343] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-12T20:31:58.278471] [INFO ] [sig       ] SIFY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:58.421912] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIFY.txt
[2025-12-12T20:31:58.422042] [INFO ] [sig       ] [2901/3596] Completed SIFY in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-12T20:31:58.422079] [INFO ] [sig       ] [2902/3596] Forecasting SIG...
[2025-12-12T20:31:58.422107] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-12T20:31:58.422136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-12T20:31:58.433060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-12T20:31:58.433321] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-12T20:31:58.434086] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-12T20:31:58.434136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:58.434166] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:58.434193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:58.434247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:58.491404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:58.492035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:58.492112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:58.492145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:58.611285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:58.611437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:58.611485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:58.611517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:58.615109] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-12T20:31:58.615411] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-12T20:31:58.615537] [INFO ] [sig       ] SIG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:58.760662] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIG.txt
[2025-12-12T20:31:58.760789] [INFO ] [sig       ] [2902/3596] Completed SIG in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-12T20:31:58.760827] [INFO ] [sig       ] [2903/3596] Forecasting SIGA...
[2025-12-12T20:31:58.761049] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-12T20:31:58.761080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-12T20:31:58.772807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-12T20:31:58.773093] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-12T20:31:58.773894] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-12T20:31:58.773953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:58.774015] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:58.774048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:58.774119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:58.832687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:58.833293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:58.833368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:58.833399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:58.955780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:58.955912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:58.955949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:58.955976] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:58.959179] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-12T20:31:58.959444] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-12T20:31:58.959561] [INFO ] [sig       ] SIGA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:59.098143] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIGA.txt
[2025-12-12T20:31:59.098306] [INFO ] [sig       ] [2903/3596] Completed SIGA in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-12T20:31:59.098348] [INFO ] [sig       ] [2904/3596] Forecasting SIGI...
[2025-12-12T20:31:59.098379] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-12T20:31:59.098413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-12T20:31:59.110241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-12T20:31:59.110625] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-12T20:31:59.111394] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-12T20:31:59.111448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:59.111489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:59.111522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:59.111620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:59.171134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:59.171953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:59.172029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:59.172061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:59.294367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:59.294546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:59.294604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:59.294636] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:59.298126] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-12T20:31:59.298418] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-12T20:31:59.298545] [INFO ] [sig       ] SIGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:31:59.444696] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIGI.txt
[2025-12-12T20:31:59.444827] [INFO ] [sig       ] [2904/3596] Completed SIGI in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-12T20:31:59.444867] [INFO ] [sig       ] [2905/3596] Forecasting SII...
[2025-12-12T20:31:59.444897] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-12T20:31:59.444929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-12T20:31:59.456052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-12T20:31:59.456334] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-12T20:31:59.457099] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-12T20:31:59.457150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:59.457181] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:59.457207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:59.457262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:59.514815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:59.515423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:59.515509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:59.515552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:59.635084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:59.635237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:59.635277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:59.635307] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:59.638948] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-12T20:31:59.639232] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-12T20:31:59.639356] [INFO ] [sig       ] SII: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:31:59.787420] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SII.txt
[2025-12-12T20:31:59.787559] [INFO ] [sig       ] [2905/3596] Completed SII in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-12T20:31:59.787614] [INFO ] [sig       ] [2906/3596] Forecasting SIMO...
[2025-12-12T20:31:59.787643] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-12T20:31:59.787674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-12T20:31:59.800289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-12T20:31:59.800651] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-12T20:31:59.801416] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-12T20:31:59.801466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:31:59.801497] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:31:59.801527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:31:59.801602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:31:59.861776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:31:59.862415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:31:59.862496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:31:59.862535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:31:59.983893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:31:59.984038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:31:59.984076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:31:59.984136] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:31:59.987406] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-12T20:31:59.987700] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-12T20:31:59.987818] [INFO ] [sig       ] SIMO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:00.135670] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIMO.txt
[2025-12-12T20:32:00.136001] [INFO ] [sig       ] [2906/3596] Completed SIMO in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-12T20:32:00.136038] [INFO ] [sig       ] [2907/3596] Forecasting SIRI...
[2025-12-12T20:32:00.136067] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-12T20:32:00.136096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-12T20:32:00.147492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-12T20:32:00.147774] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-12T20:32:00.148547] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-12T20:32:00.148621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:00.148653] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:00.148679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:00.148734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:00.208701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:00.210050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:00.210145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:00.210179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:00.332202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:00.332359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:00.332398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:00.332425] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:00.335753] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2025-12-12T20:32:00.336022] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-12T20:32:00.336141] [INFO ] [sig       ] SIRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:00.484422] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SIRI.txt
[2025-12-12T20:32:00.484598] [INFO ] [sig       ] [2907/3596] Completed SIRI in 0.3s | 2.86 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-12T20:32:00.484641] [INFO ] [sig       ] [2908/3596] Forecasting SITC...
[2025-12-12T20:32:00.484672] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-12T20:32:00.484704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-12T20:32:00.497460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-12T20:32:00.497862] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-12T20:32:00.498731] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-12T20:32:00.498798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:00.498832] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:00.498860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:00.498917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:00.559809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:00.560641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:00.560731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:00.560775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:00.687971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:00.688145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:00.688187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:00.688218] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:00.691928] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-12T20:32:00.692237] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-12T20:32:00.692383] [INFO ] [sig       ] SITC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:00.839081] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SITC.txt
[2025-12-12T20:32:00.839231] [INFO ] [sig       ] [2908/3596] Completed SITC in 0.4s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:00.839271] [INFO ] [sig       ] [2909/3596] Forecasting SITE...
[2025-12-12T20:32:00.839302] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-12T20:32:00.839335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-12T20:32:00.850945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-12T20:32:00.851338] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-12T20:32:00.852232] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-12T20:32:00.852285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:00.852317] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:00.852344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:00.852401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:00.915426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:00.916293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:00.916378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:00.916421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:01.039985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:01.040167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:01.040221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:01.040262] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:01.043825] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=15.28%)
[2025-12-12T20:32:01.044115] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-12T20:32:01.044243] [INFO ] [sig       ] SITE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:01.193523] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SITE.txt
[2025-12-12T20:32:01.193719] [INFO ] [sig       ] [2909/3596] Completed SITE in 0.4s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:01.193768] [INFO ] [sig       ] [2910/3596] Forecasting SITM...
[2025-12-12T20:32:01.193801] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-12T20:32:01.193832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-12T20:32:01.206136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-12T20:32:01.206505] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-12T20:32:01.207307] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-12T20:32:01.207360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:01.207394] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:01.207421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:01.207489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:01.270915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:01.271811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:01.271894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:01.271928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:01.404622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:01.404778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:01.404818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:01.404848] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:01.408599] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-12T20:32:01.408873] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-12T20:32:01.409000] [INFO ] [sig       ] SITM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:01.553545] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SITM.txt
[2025-12-12T20:32:01.553705] [INFO ] [sig       ] [2910/3596] Completed SITM in 0.4s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:01.553745] [INFO ] [sig       ] [2911/3596] Forecasting SIXG...
[2025-12-12T20:32:01.553774] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-12T20:32:01.553981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-12T20:32:01.565977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-12T20:32:01.566267] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-12T20:32:01.567182] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-12T20:32:01.567241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:01.567286] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:01.567324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:01.567396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:01.625977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:01.626932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:01.627018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:01.627050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:01.750281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:01.750438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:01.750478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:01.750508] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:01.754634] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=67.19%)
[2025-12-12T20:32:01.755204] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-12T20:32:01.755352] [INFO ] [sig       ] SIXG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:01.902674] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SIXG.txt
[2025-12-12T20:32:01.902859] [INFO ] [sig       ] [2911/3596] Completed SIXG in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:01.902908] [INFO ] [sig       ] [2912/3596] Forecasting SJM...
[2025-12-12T20:32:01.902939] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-12T20:32:01.902981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-12T20:32:01.915350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-12T20:32:01.915769] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-12T20:32:01.916613] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-12T20:32:01.916678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:01.916717] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:01.916749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:01.916806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:01.978630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:01.979521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:01.979636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:01.979672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:02.104157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:02.104307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:02.104345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:02.104373] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:02.107695] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-12-12T20:32:02.107965] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-12T20:32:02.108086] [INFO ] [sig       ] SJM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:02.247618] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SJM.txt
[2025-12-12T20:32:02.247797] [INFO ] [sig       ] [2912/3596] Completed SJM in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:02.247836] [INFO ] [sig       ] [2913/3596] Forecasting SKE...
[2025-12-12T20:32:02.247866] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-12T20:32:02.247895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-12T20:32:02.259231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-12T20:32:02.259536] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-12T20:32:02.260345] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-12T20:32:02.260397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:02.260428] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:02.260454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:02.260510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:02.317769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:02.318609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:02.318723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:02.318757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:02.444023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:02.444178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:02.444218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:02.444247] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:02.448302] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-12-12T20:32:02.448631] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-12T20:32:02.448808] [INFO ] [sig       ] SKE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:02.593445] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SKE.txt
[2025-12-12T20:32:02.593638] [INFO ] [sig       ] [2913/3596] Completed SKE in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:02.593693] [INFO ] [sig       ] [2914/3596] Forecasting SKIL...
[2025-12-12T20:32:02.593742] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-12T20:32:02.593792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-12T20:32:02.606879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-12T20:32:02.607217] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-12T20:32:02.608219] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-12T20:32:02.608272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:02.608305] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:02.608332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:02.608390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:02.672168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:02.673064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:02.673151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:02.673186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:02.797161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:02.797318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:02.797356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:02.797385] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:02.800771] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-12T20:32:02.801080] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-12T20:32:02.801209] [INFO ] [sig       ] SKIL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:02.946831] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKIL.txt
[2025-12-12T20:32:02.946992] [INFO ] [sig       ] [2914/3596] Completed SKIL in 0.4s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:02.947032] [INFO ] [sig       ] [2915/3596] Forecasting SKIN...
[2025-12-12T20:32:02.947062] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-12T20:32:02.947095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-12T20:32:02.959631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-12T20:32:02.960031] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-12T20:32:02.960876] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-12T20:32:02.960928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:02.960960] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:02.960987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:02.961043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:03.020490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:03.021341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:03.021423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:03.021458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:03.147355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:03.147512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:03.147588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:03.147622] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:03.151589] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-12-12T20:32:03.152038] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-12T20:32:03.152164] [INFO ] [sig       ] SKIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:03.294302] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKIN.txt
[2025-12-12T20:32:03.294465] [INFO ] [sig       ] [2915/3596] Completed SKIN in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:03.294506] [INFO ] [sig       ] [2916/3596] Forecasting SKLZ...
[2025-12-12T20:32:03.294536] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-12T20:32:03.294567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-12T20:32:03.306482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-12T20:32:03.306837] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-12T20:32:03.307610] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-12T20:32:03.307661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:03.307693] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:03.307719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:03.307775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:03.365488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:03.366541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:03.366638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:03.366670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:03.493191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:03.493378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:03.493421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:03.493452] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:03.497228] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=49.23%)
[2025-12-12T20:32:03.497520] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-12T20:32:03.497684] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:03.637180] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SKLZ.txt
[2025-12-12T20:32:03.637358] [INFO ] [sig       ] [2916/3596] Completed SKLZ in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:03.637399] [INFO ] [sig       ] [2917/3596] Forecasting SKM...
[2025-12-12T20:32:03.637429] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-12T20:32:03.637459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-12T20:32:03.649208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-12T20:32:03.649564] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-12T20:32:03.650625] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-12T20:32:03.650676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:03.650707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:03.650733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:03.650788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:03.711478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:03.712632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:03.712727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:03.712769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:03.832787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:03.832939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:03.832978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:03.833006] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:03.836355] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-12T20:32:03.836663] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-12T20:32:03.836787] [INFO ] [sig       ] SKM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:03.979554] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKM.txt
[2025-12-12T20:32:03.979731] [INFO ] [sig       ] [2917/3596] Completed SKM in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:03.979769] [INFO ] [sig       ] [2918/3596] Forecasting SKRE...
[2025-12-12T20:32:03.979799] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-12T20:32:03.979853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-12T20:32:03.993680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-12T20:32:03.994053] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-12T20:32:03.994861] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-12T20:32:03.994912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:03.994944] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:03.994971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:03.995026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:04.054903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:04.055796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:04.055876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:04.055908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:04.175778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:04.175936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:04.175976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:04.176004] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:04.179389] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-12-12T20:32:04.179694] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-12T20:32:04.179838] [INFO ] [sig       ] SKRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:04.327279] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKRE.txt
[2025-12-12T20:32:04.327440] [INFO ] [sig       ] [2918/3596] Completed SKRE in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-12T20:32:04.327479] [INFO ] [sig       ] [2919/3596] Forecasting SKWD...
[2025-12-12T20:32:04.327508] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-12T20:32:04.327539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-12T20:32:04.340668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-12T20:32:04.341047] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-12T20:32:04.341890] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-12T20:32:04.341943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:04.341988] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:04.342016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:04.342072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:04.402716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:04.403601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:04.403687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:04.403721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:04.532966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:04.533111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:04.533167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:04.533211] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:04.537991] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-12T20:32:04.538386] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-12T20:32:04.538538] [INFO ] [sig       ] SKWD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:04.697159] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKWD.txt
[2025-12-12T20:32:04.697314] [INFO ] [sig       ] [2919/3596] Completed SKWD in 0.4s | 2.86 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-12T20:32:04.697352] [INFO ] [sig       ] [2920/3596] Forecasting SKY...
[2025-12-12T20:32:04.697383] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-12T20:32:04.697413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-12T20:32:04.710351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-12T20:32:04.710824] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-12T20:32:04.711716] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-12T20:32:04.711769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:04.711829] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:04.712052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:04.712109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:04.775866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:04.776806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:04.776889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:04.776923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:04.904067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:04.904246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:04.904292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:04.904321] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:04.907785] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-12T20:32:04.908072] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-12T20:32:04.908196] [INFO ] [sig       ] SKY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:05.048649] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKY.txt
[2025-12-12T20:32:05.048804] [INFO ] [sig       ] [2920/3596] Completed SKY in 0.4s | 2.86 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-12T20:32:05.048841] [INFO ] [sig       ] [2921/3596] Forecasting SKYE...
[2025-12-12T20:32:05.048870] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-12T20:32:05.048907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-12T20:32:05.060544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-12T20:32:05.061136] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-12T20:32:05.061955] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-12T20:32:05.062005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:05.062036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:05.062062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:05.062116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:05.118423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:05.119069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:05.119145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:05.119176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:05.237124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:05.237273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:05.237312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:05.237340] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:05.240711] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-12T20:32:05.240991] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-12T20:32:05.241109] [INFO ] [sig       ] SKYE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:05.384193] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKYE.txt
[2025-12-12T20:32:05.384356] [INFO ] [sig       ] [2921/3596] Completed SKYE in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-12T20:32:05.384395] [INFO ] [sig       ] [2922/3596] Forecasting SKYH...
[2025-12-12T20:32:05.384425] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-12T20:32:05.384455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-12T20:32:05.395968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-12T20:32:05.396302] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-12T20:32:05.397102] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-12T20:32:05.397154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:05.397185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:05.397212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:05.397267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:05.454533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:05.455357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:05.455435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:05.455466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:05.579361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:05.579641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:05.579685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:05.579714] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:05.583203] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-12-12T20:32:05.583497] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-12T20:32:05.583643] [INFO ] [sig       ] SKYH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:05.731402] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKYH.txt
[2025-12-12T20:32:05.731561] [INFO ] [sig       ] [2922/3596] Completed SKYH in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-12T20:32:05.731618] [INFO ] [sig       ] [2923/3596] Forecasting SKYX...
[2025-12-12T20:32:05.731659] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-12T20:32:05.731696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-12T20:32:05.744494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-12T20:32:05.745040] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-12T20:32:05.745877] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-12T20:32:05.745930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:05.746146] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:05.746173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:05.746229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:05.803996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:05.804879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:05.804971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:05.805002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:05.934382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:05.934540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:05.934600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:05.934676] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:05.939542] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-12T20:32:05.939937] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-12T20:32:05.940076] [INFO ] [sig       ] SKYX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:06.090299] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SKYX.txt
[2025-12-12T20:32:06.090460] [INFO ] [sig       ] [2923/3596] Completed SKYX in 0.4s | 2.86 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-12T20:32:06.090500] [INFO ] [sig       ] [2924/3596] Forecasting SKYY...
[2025-12-12T20:32:06.090529] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-12T20:32:06.090559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-12T20:32:06.102719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-12T20:32:06.103240] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-12T20:32:06.104037] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-12T20:32:06.104090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:06.104121] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:06.104148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:06.104203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:06.162030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:06.162842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:06.162923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:06.163149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:06.289337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:06.289486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:06.289524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:06.289551] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:06.293276] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=56.29%)
[2025-12-12T20:32:06.293548] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-12T20:32:06.293707] [INFO ] [sig       ] SKYY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:06.438874] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SKYY.txt
[2025-12-12T20:32:06.439055] [INFO ] [sig       ] [2924/3596] Completed SKYY in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-12T20:32:06.439096] [INFO ] [sig       ] [2925/3596] Forecasting SLAB...
[2025-12-12T20:32:06.439126] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-12T20:32:06.439155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-12T20:32:06.451806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-12T20:32:06.452117] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-12T20:32:06.452924] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-12T20:32:06.452975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:06.453005] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:06.453031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:06.453087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:06.510840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:06.511981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:06.512078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:06.512109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:06.633170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:06.633319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:06.633357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:06.633387] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:06.636669] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-12T20:32:06.636943] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-12T20:32:06.637062] [INFO ] [sig       ] SLAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:06.776648] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLAB.txt
[2025-12-12T20:32:06.776780] [INFO ] [sig       ] [2925/3596] Completed SLAB in 0.3s | 2.86 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-12T20:32:06.776818] [INFO ] [sig       ] [2926/3596] Forecasting SLB...
[2025-12-12T20:32:06.776848] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-12T20:32:06.776879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-12T20:32:06.788244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-12T20:32:06.788551] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-12T20:32:06.789542] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-12T20:32:06.789608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:06.789641] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:06.789672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:06.789740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:06.846889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:06.847488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:06.847562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:06.847611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:06.967686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:06.967833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:06.967871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:06.967917] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:06.971289] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-12T20:32:06.971563] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-12T20:32:06.971706] [INFO ] [sig       ] SLB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:07.112259] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLB.txt
[2025-12-12T20:32:07.112413] [INFO ] [sig       ] [2926/3596] Completed SLB in 0.3s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:07.112452] [INFO ] [sig       ] [2927/3596] Forecasting SLDB...
[2025-12-12T20:32:07.112481] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-12T20:32:07.112512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-12T20:32:07.124034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-12T20:32:07.124343] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-12T20:32:07.125165] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-12T20:32:07.125226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:07.125261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:07.125288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:07.125344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:07.187722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:07.188511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:07.188607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:07.188642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:07.313546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:07.313769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:07.313821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:07.313848] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:07.317416] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=46.65%)
[2025-12-12T20:32:07.317745] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-12T20:32:07.317875] [INFO ] [sig       ] SLDB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:07.462860] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLDB.txt
[2025-12-12T20:32:07.463046] [INFO ] [sig       ] [2927/3596] Completed SLDB in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:07.463098] [INFO ] [sig       ] [2928/3596] Forecasting SLDP...
[2025-12-12T20:32:07.463130] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-12T20:32:07.463172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-12T20:32:07.476849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-12T20:32:07.477245] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-12T20:32:07.478109] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-12T20:32:07.478166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:07.478198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:07.478224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:07.478280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:07.544337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:07.545208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:07.545305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:07.545370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:07.663173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:07.663315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:07.663353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:07.663381] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:07.666753] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-12-12T20:32:07.667031] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-12T20:32:07.667151] [INFO ] [sig       ] SLDP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:07.803738] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLDP.txt
[2025-12-12T20:32:07.803873] [INFO ] [sig       ] [2928/3596] Completed SLDP in 0.3s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:07.803911] [INFO ] [sig       ] [2929/3596] Forecasting SLF...
[2025-12-12T20:32:07.803940] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-12T20:32:07.803970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-12T20:32:07.814907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-12T20:32:07.815223] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-12T20:32:07.816084] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-12T20:32:07.816136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:07.816167] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:07.816195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:07.816251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:07.873488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:07.874230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:07.874308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:07.874341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:07.998622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:07.998810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:07.998869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:07.998902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:08.002447] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2025-12-12T20:32:08.002782] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-12T20:32:08.002912] [INFO ] [sig       ] SLF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:08.164970] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLF.txt
[2025-12-12T20:32:08.165131] [INFO ] [sig       ] [2929/3596] Completed SLF in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:08.165171] [INFO ] [sig       ] [2930/3596] Forecasting SLG...
[2025-12-12T20:32:08.165199] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-12T20:32:08.165231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-12T20:32:08.177942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-12T20:32:08.178358] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-12T20:32:08.179229] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-12T20:32:08.179284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:08.179318] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:08.179363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:08.179423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:08.244211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:08.245069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:08.245182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:08.245219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:08.378227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:08.378384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:08.378427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:08.378457] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:08.382127] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=58.52%)
[2025-12-12T20:32:08.382505] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-12T20:32:08.382680] [INFO ] [sig       ] SLG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:08.531512] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLG.txt
[2025-12-12T20:32:08.531692] [INFO ] [sig       ] [2930/3596] Completed SLG in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:08.531744] [INFO ] [sig       ] [2931/3596] Forecasting SLGN...
[2025-12-12T20:32:08.531784] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-12T20:32:08.531824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-12T20:32:08.545644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-12T20:32:08.546065] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-12T20:32:08.546985] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-12T20:32:08.547047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:08.547088] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:08.547120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:08.547187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:08.627810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:08.628808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:08.628905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:08.628946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:08.765520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:08.765689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:08.765730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:08.765759] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:08.769252] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-12T20:32:08.769539] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-12T20:32:08.769704] [INFO ] [sig       ] SLGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:08.914165] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLGN.txt
[2025-12-12T20:32:08.914312] [INFO ] [sig       ] [2931/3596] Completed SLGN in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:08.914352] [INFO ] [sig       ] [2932/3596] Forecasting SLM...
[2025-12-12T20:32:08.914381] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-12T20:32:08.914410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-12T20:32:08.929769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-12T20:32:08.930485] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-12T20:32:08.931698] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-12T20:32:08.931752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:08.931786] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:08.931814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:08.931873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:09.006151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:09.007335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:09.007467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:09.007504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:09.145072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:09.145310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:09.145356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:09.145385] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:09.150819] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=28.92%)
[2025-12-12T20:32:09.151349] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-12T20:32:09.151596] [INFO ] [sig       ] SLM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:09.302670] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLM.txt
[2025-12-12T20:32:09.302881] [INFO ] [sig       ] [2932/3596] Completed SLM in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:09.302926] [INFO ] [sig       ] [2933/3596] Forecasting SLN...
[2025-12-12T20:32:09.302959] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-12T20:32:09.302994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-12T20:32:09.317879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-12T20:32:09.318336] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-12T20:32:09.319154] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-12T20:32:09.319207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:09.319238] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:09.319263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:09.319319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:09.377039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:09.377762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:09.377841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:09.377873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:09.502127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:09.502287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:09.502326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:09.502354] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:09.505627] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=21.44%)
[2025-12-12T20:32:09.505904] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-12T20:32:09.506024] [INFO ] [sig       ] SLN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:09.649171] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLN.txt
[2025-12-12T20:32:09.649394] [INFO ] [sig       ] [2933/3596] Completed SLN in 0.3s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:09.649449] [INFO ] [sig       ] [2934/3596] Forecasting SLNO...
[2025-12-12T20:32:09.649490] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-12T20:32:09.649540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-12T20:32:09.666169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-12T20:32:09.666791] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-12T20:32:09.667810] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-12T20:32:09.667866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:09.667902] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:09.667930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:09.667989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:09.728980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:09.730230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:09.730339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:09.730374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:09.862788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:09.863247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:09.863303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:09.863337] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:09.867310] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-12T20:32:09.867655] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-12T20:32:09.867794] [INFO ] [sig       ] SLNO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:10.052819] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLNO.txt
[2025-12-12T20:32:10.053251] [INFO ] [sig       ] [2934/3596] Completed SLNO in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:10.053295] [INFO ] [sig       ] [2935/3596] Forecasting SLP...
[2025-12-12T20:32:10.053327] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-12T20:32:10.053361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-12T20:32:10.067878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-12T20:32:10.068415] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-12T20:32:10.069326] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-12T20:32:10.069380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:10.069411] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:10.069438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:10.069495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:10.135305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:10.136478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:10.136595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:10.136632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:10.266253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:10.266472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:10.266518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:10.266548] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:10.270398] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-12T20:32:10.270737] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-12T20:32:10.270876] [INFO ] [sig       ] SLP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:10.430287] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLP.txt
[2025-12-12T20:32:10.430493] [INFO ] [sig       ] [2935/3596] Completed SLP in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-12T20:32:10.430544] [INFO ] [sig       ] [2936/3596] Forecasting SLQD...
[2025-12-12T20:32:10.430607] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-12T20:32:10.430669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-12T20:32:10.446452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-12T20:32:10.446959] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-12T20:32:10.447865] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-12T20:32:10.447926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:10.447959] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:10.447985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:10.448040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:10.508623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:10.509653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:10.509742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:10.509776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:10.635855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:10.636022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:10.636063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:10.636093] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:10.639545] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-12T20:32:10.639868] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-12T20:32:10.640189] [INFO ] [sig       ] SLQD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:10.789001] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLQD.txt
[2025-12-12T20:32:10.789162] [INFO ] [sig       ] [2936/3596] Completed SLQD in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-12T20:32:10.789201] [INFO ] [sig       ] [2937/3596] Forecasting SLRC...
[2025-12-12T20:32:10.789231] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-12T20:32:10.789261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-12T20:32:10.802134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-12T20:32:10.802444] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-12T20:32:10.803256] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-12T20:32:10.803309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:10.803368] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:10.803397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:10.803454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:10.866116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:10.866818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:10.866901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:10.866933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:10.991890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:10.992047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:10.992088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:10.992116] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:10.995886] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-12T20:32:10.996357] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-12T20:32:10.996486] [INFO ] [sig       ] SLRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:11.146031] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLRC.txt
[2025-12-12T20:32:11.146199] [INFO ] [sig       ] [2937/3596] Completed SLRC in 0.4s | 2.86 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-12T20:32:11.146239] [INFO ] [sig       ] [2938/3596] Forecasting SLS...
[2025-12-12T20:32:11.146268] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-12T20:32:11.146298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-12T20:32:11.158783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-12T20:32:11.159095] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-12T20:32:11.159916] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-12T20:32:11.160156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:11.160187] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:11.160213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:11.160270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:11.220242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:11.221088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:11.221171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:11.221204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:11.339629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:11.339794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:11.339866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:11.339898] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:11.343648] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-12-12T20:32:11.343933] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-12T20:32:11.344249] [INFO ] [sig       ] SLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:11.485395] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SLS.txt
[2025-12-12T20:32:11.485551] [INFO ] [sig       ] [2938/3596] Completed SLS in 0.3s | 2.86 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-12T20:32:11.485606] [INFO ] [sig       ] [2939/3596] Forecasting SLVM...
[2025-12-12T20:32:11.485637] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-12T20:32:11.485669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-12T20:32:11.497480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-12T20:32:11.497888] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-12T20:32:11.498742] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-12T20:32:11.498798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:11.498830] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:11.498858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:11.498914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:11.557309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:11.558222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:11.558306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:11.558339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:11.683993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:11.684196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:11.684237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:11.684266] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:11.687747] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-12-12T20:32:11.688046] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-12T20:32:11.688179] [INFO ] [sig       ] SLVM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:11.831348] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLVM.txt
[2025-12-12T20:32:11.831509] [INFO ] [sig       ] [2939/3596] Completed SLVM in 0.3s | 2.86 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-12T20:32:11.831548] [INFO ] [sig       ] [2940/3596] Forecasting SLVO...
[2025-12-12T20:32:11.831597] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-12T20:32:11.831630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-12T20:32:11.843926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-12T20:32:11.844287] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-12T20:32:11.845229] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-12T20:32:11.845297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:11.845347] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:11.845389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:11.845466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:11.906142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:11.907002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:11.907085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:11.907118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:12.029887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:12.030049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:12.030090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:12.030150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:12.033556] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-12T20:32:12.033863] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-12T20:32:12.033988] [INFO ] [sig       ] SLVO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:12.176014] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLVO.txt
[2025-12-12T20:32:12.176176] [INFO ] [sig       ] [2940/3596] Completed SLVO in 0.3s | 2.86 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-12T20:32:12.176218] [INFO ] [sig       ] [2941/3596] Forecasting SLXN...
[2025-12-12T20:32:12.176247] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-12T20:32:12.176276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-12T20:32:12.188478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-12T20:32:12.188823] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-12T20:32:12.189863] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-12T20:32:12.189919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:12.189951] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:12.189977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:12.190031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:12.250986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:12.251842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:12.251927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:12.251970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:12.369803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:12.369991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:12.370033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:12.370062] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:12.373834] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-12T20:32:12.374115] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-12T20:32:12.374241] [INFO ] [sig       ] SLXN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:12.522609] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SLXN.txt
[2025-12-12T20:32:12.522754] [INFO ] [sig       ] [2941/3596] Completed SLXN in 0.3s | 2.86 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-12T20:32:12.522793] [INFO ] [sig       ] [2942/3596] Forecasting SM...
[2025-12-12T20:32:12.522821] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-12T20:32:12.522851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-12T20:32:12.535277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-12T20:32:12.535727] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-12T20:32:12.536786] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-12T20:32:12.536838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:12.536869] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:12.536895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:12.537134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:12.596176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:12.596948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:12.597028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:12.597061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:12.733278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:12.733434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:12.733476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:12.733505] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:12.737367] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-12T20:32:12.737674] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-12T20:32:12.737817] [INFO ] [sig       ] SM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:12.887905] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SM.txt
[2025-12-12T20:32:12.888075] [INFO ] [sig       ] [2942/3596] Completed SM in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:12.888115] [INFO ] [sig       ] [2943/3596] Forecasting SMBC...
[2025-12-12T20:32:12.888144] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-12T20:32:12.888176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-12T20:32:12.901455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-12T20:32:12.901875] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-12T20:32:12.902691] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-12T20:32:12.902757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:12.902790] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:12.902817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:12.902873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:12.964466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:12.965373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:12.965460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:12.965493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:13.087733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:13.087901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:13.087942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:13.087970] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:13.091437] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-12T20:32:13.091759] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-12T20:32:13.091892] [INFO ] [sig       ] SMBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:13.249101] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SMBC.txt
[2025-12-12T20:32:13.249274] [INFO ] [sig       ] [2943/3596] Completed SMBC in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:13.249314] [INFO ] [sig       ] [2944/3596] Forecasting SMBK...
[2025-12-12T20:32:13.249350] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-12T20:32:13.249381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-12T20:32:13.264227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-12T20:32:13.264786] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-12T20:32:13.265790] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-12T20:32:13.265848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:13.265884] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:13.265912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:13.265972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:13.329628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:13.330820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:13.330919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:13.330991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:13.460827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:13.461061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:13.461107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:13.461135] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:13.465417] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-12T20:32:13.465751] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-12T20:32:13.465886] [INFO ] [sig       ] SMBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:13.613485] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMBK.txt
[2025-12-12T20:32:13.613732] [INFO ] [sig       ] [2944/3596] Completed SMBK in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:13.613778] [INFO ] [sig       ] [2945/3596] Forecasting SMCI...
[2025-12-12T20:32:13.613810] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-12T20:32:13.613844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-12T20:32:13.627703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-12T20:32:13.628116] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-12T20:32:13.629057] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-12T20:32:13.629111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:13.629144] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:13.629170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:13.629227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:13.691281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:13.692455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:13.692552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:13.692601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:13.828906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:13.829161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:13.829211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:13.829241] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:13.833644] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-12T20:32:13.833955] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-12T20:32:13.834090] [INFO ] [sig       ] SMCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:13.980686] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMCI.txt
[2025-12-12T20:32:13.980909] [INFO ] [sig       ] [2945/3596] Completed SMCI in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:13.980952] [INFO ] [sig       ] [2946/3596] Forecasting SMCX...
[2025-12-12T20:32:13.980981] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-12T20:32:13.981016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-12T20:32:13.996508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-12T20:32:13.997260] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-12T20:32:13.998492] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-12T20:32:13.998549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:13.998601] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:13.998630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:13.998690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:14.059253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:14.060452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:14.060557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:14.060614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:14.198810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:14.199027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:14.199070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:14.199098] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:14.202753] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=69.58%)
[2025-12-12T20:32:14.203056] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-12T20:32:14.203187] [INFO ] [sig       ] SMCX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:14.344807] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMCX.txt
[2025-12-12T20:32:14.344980] [INFO ] [sig       ] [2946/3596] Completed SMCX in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:14.345038] [INFO ] [sig       ] [2947/3596] Forecasting SMFG...
[2025-12-12T20:32:14.345073] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-12T20:32:14.345104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-12T20:32:14.358898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-12T20:32:14.359352] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-12T20:32:14.360387] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-12T20:32:14.360440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:14.360472] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:14.360501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:14.360556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:14.421967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:14.422891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:14.423014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:14.423048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:14.564889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:14.565050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:14.565090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:14.565120] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:14.568535] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-12-12T20:32:14.568839] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-12T20:32:14.568971] [INFO ] [sig       ] SMFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:14.710364] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMFG.txt
[2025-12-12T20:32:14.710514] [INFO ] [sig       ] [2947/3596] Completed SMFG in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:14.710553] [INFO ] [sig       ] [2948/3596] Forecasting SMH...
[2025-12-12T20:32:14.710614] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-12T20:32:14.710647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-12T20:32:14.723402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-12T20:32:14.723799] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-12T20:32:14.724628] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-12T20:32:14.724682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:14.724714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:14.724741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:14.724798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:14.783215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:14.784088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:14.784178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:14.784210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:14.908764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:14.908940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:14.908992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:14.909024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:14.912554] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=62.61%)
[2025-12-12T20:32:14.912856] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-12T20:32:14.913004] [INFO ] [sig       ] SMH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:15.056600] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMH.txt
[2025-12-12T20:32:15.056763] [INFO ] [sig       ] [2948/3596] Completed SMH in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:15.056802] [INFO ] [sig       ] [2949/3596] Forecasting SMHI...
[2025-12-12T20:32:15.056832] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-12T20:32:15.056862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-12T20:32:15.068385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-12T20:32:15.068747] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-12T20:32:15.069504] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-12T20:32:15.069555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:15.069604] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:15.069632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:15.069686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:15.130645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:15.131502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:15.131601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:15.131637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:15.249508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:15.249680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:15.249721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:15.249749] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:15.253158] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=51.23%)
[2025-12-12T20:32:15.253457] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-12T20:32:15.253601] [INFO ] [sig       ] SMHI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:15.394250] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMHI.txt
[2025-12-12T20:32:15.394393] [INFO ] [sig       ] [2949/3596] Completed SMHI in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:15.394432] [INFO ] [sig       ] [2950/3596] Forecasting SMHX...
[2025-12-12T20:32:15.394461] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-12T20:32:15.394492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-12T20:32:15.408863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-12T20:32:15.409202] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-12T20:32:15.410105] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-12T20:32:15.410159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:15.410191] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:15.410217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:15.410271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:15.468544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:15.469201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:15.469279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:15.469310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:15.593059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:15.593221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:15.593282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:15.593313] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:15.596837] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-12T20:32:15.597157] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-12T20:32:15.597289] [INFO ] [sig       ] SMHX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:15.747297] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SMHX.txt
[2025-12-12T20:32:15.747488] [INFO ] [sig       ] [2950/3596] Completed SMHX in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:15.747527] [INFO ] [sig       ] [2951/3596] Forecasting SMID...
[2025-12-12T20:32:15.747556] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-12T20:32:15.747606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-12T20:32:15.759191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-12T20:32:15.759587] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-12T20:32:15.760630] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-12T20:32:15.760688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:15.760723] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:15.760750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:15.760810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:15.820626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:15.821490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:15.821570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:15.821622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:15.927281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:15.927439] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:32:15.927478] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:15.927506] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:15.930863] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-12T20:32:15.931160] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-12T20:32:15.931286] [INFO ] [sig       ] SMID: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:16.094305] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMID.txt
[2025-12-12T20:32:16.094464] [INFO ] [sig       ] [2951/3596] Completed SMID in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:16.094504] [INFO ] [sig       ] [2952/3596] Forecasting SMPL...
[2025-12-12T20:32:16.094532] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-12T20:32:16.094562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-12T20:32:16.105898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-12T20:32:16.106280] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-12T20:32:16.107084] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-12T20:32:16.107135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:16.107166] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:16.107192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:16.107247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:16.167452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:16.168338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:16.168422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:16.168456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:16.286865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:16.287016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:16.287056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:16.287085] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:16.290525] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=70.16%)
[2025-12-12T20:32:16.290824] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-12T20:32:16.290946] [INFO ] [sig       ] SMPL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:16.430889] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMPL.txt
[2025-12-12T20:32:16.431034] [INFO ] [sig       ] [2952/3596] Completed SMPL in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-12T20:32:16.431071] [INFO ] [sig       ] [2953/3596] Forecasting SMTC...
[2025-12-12T20:32:16.431100] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-12T20:32:16.431131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-12T20:32:16.442387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-12T20:32:16.442725] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-12T20:32:16.443770] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-12T20:32:16.443825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:16.443858] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:16.443887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:16.443945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:16.504005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:16.504869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:16.504957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:16.504992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:16.622340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:16.622445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:16.622486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:16.622517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:16.626441] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-12T20:32:16.626786] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-12T20:32:16.626932] [INFO ] [sig       ] SMTC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:16.780118] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SMTC.txt
[2025-12-12T20:32:16.780293] [INFO ] [sig       ] [2953/3596] Completed SMTC in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-12T20:32:16.780334] [INFO ] [sig       ] [2954/3596] Forecasting SMTI...
[2025-12-12T20:32:16.780364] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-12T20:32:16.780394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-12T20:32:16.791955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-12T20:32:16.792326] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-12T20:32:16.793146] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-12T20:32:16.793204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:16.793278] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:16.793308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:16.793366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:16.850449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:16.851292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:16.851374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:16.851406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:16.968151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:16.968301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:16.968339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:16.968366] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:16.971741] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-12T20:32:16.972021] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-12T20:32:16.972144] [INFO ] [sig       ] SMTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:17.116081] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMTI.txt
[2025-12-12T20:32:17.116246] [INFO ] [sig       ] [2954/3596] Completed SMTI in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-12T20:32:17.116286] [INFO ] [sig       ] [2955/3596] Forecasting SMWB...
[2025-12-12T20:32:17.116316] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-12T20:32:17.116346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-12T20:32:17.128315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-12T20:32:17.128694] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-12T20:32:17.129470] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-12T20:32:17.129522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:17.129553] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:17.129600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:17.129657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:17.188225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:17.189080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:17.189162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:17.189194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:17.314889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:17.315042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:17.315083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:17.315112] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:17.318692] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=17.30%)
[2025-12-12T20:32:17.319023] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-12T20:32:17.319168] [INFO ] [sig       ] SMWB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:17.478941] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SMWB.txt
[2025-12-12T20:32:17.479081] [INFO ] [sig       ] [2955/3596] Completed SMWB in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-12T20:32:17.479119] [INFO ] [sig       ] [2956/3596] Forecasting SMX...
[2025-12-12T20:32:17.479147] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-12T20:32:17.479177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-12T20:32:17.492329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-12T20:32:17.492697] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-12T20:32:17.493529] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-12T20:32:17.493604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:17.493653] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:17.493695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:17.493761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:17.556384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:17.557125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:17.557204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:17.557239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:17.656133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:17.656271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:17.656310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:17.656339] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:17.659726] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-12-12T20:32:17.660039] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-12T20:32:17.660166] [INFO ] [sig       ] SMX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:17.807392] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SMX.txt
[2025-12-12T20:32:17.807543] [INFO ] [sig       ] [2956/3596] Completed SMX in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-12T20:32:17.807599] [INFO ] [sig       ] [2957/3596] Forecasting SN...
[2025-12-12T20:32:17.807631] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-12T20:32:17.807662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-12T20:32:17.819092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-12T20:32:17.819369] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-12T20:32:17.820181] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-12T20:32:17.820231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:17.820261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:17.820286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:17.820340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:17.878730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:17.879409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:17.879489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:17.879522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:18.006458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:18.006629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:18.006671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:18.006733] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:18.010297] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-12T20:32:18.010605] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-12T20:32:18.010738] [INFO ] [sig       ] SN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:18.158794] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SN.txt
[2025-12-12T20:32:18.158952] [INFO ] [sig       ] [2957/3596] Completed SN in 0.4s | 2.86 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-12T20:32:18.158990] [INFO ] [sig       ] [2958/3596] Forecasting SNA...
[2025-12-12T20:32:18.159025] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-12T20:32:18.159059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-12T20:32:18.170509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-12T20:32:18.170857] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-12T20:32:18.171815] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-12T20:32:18.171879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:18.171919] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:18.171956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:18.172034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:18.230721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:18.231566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:18.231677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:18.231710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:18.358044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:18.358196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:18.358235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:18.358263] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:18.361799] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-12-12T20:32:18.362103] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-12T20:32:18.362225] [INFO ] [sig       ] SNA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:18.500513] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SNA.txt
[2025-12-12T20:32:18.500655] [INFO ] [sig       ] [2958/3596] Completed SNA in 0.3s | 2.86 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-12T20:32:18.500695] [INFO ] [sig       ] [2959/3596] Forecasting SNAP...
[2025-12-12T20:32:18.500724] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-12T20:32:18.500753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-12T20:32:18.511699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-12T20:32:18.511992] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-12T20:32:18.512819] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-12T20:32:18.512874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:18.512907] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:18.512934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:18.512992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:18.569870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:18.570490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:18.570586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:18.570619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:18.686945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:18.687075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:18.687114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:18.687143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:18.690746] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-12T20:32:18.691009] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-12T20:32:18.691127] [INFO ] [sig       ] SNAP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:18.829969] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNAP.txt
[2025-12-12T20:32:18.830127] [INFO ] [sig       ] [2959/3596] Completed SNAP in 0.3s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:18.830165] [INFO ] [sig       ] [2960/3596] Forecasting SNCY...
[2025-12-12T20:32:18.830194] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-12T20:32:18.830227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-12T20:32:18.841962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-12T20:32:18.842352] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-12T20:32:18.843153] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-12T20:32:18.843203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:18.843234] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:18.843259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:18.843313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:18.901384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:18.902350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:18.902443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:18.902476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:19.031058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:19.031232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:19.031294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:19.031334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:19.035004] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-12T20:32:19.035388] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-12T20:32:19.035538] [INFO ] [sig       ] SNCY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:19.221040] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNCY.txt
[2025-12-12T20:32:19.221216] [INFO ] [sig       ] [2960/3596] Completed SNCY in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:19.221254] [INFO ] [sig       ] [2961/3596] Forecasting SND...
[2025-12-12T20:32:19.221283] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-12T20:32:19.221313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-12T20:32:19.237305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-12T20:32:19.237807] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-12T20:32:19.238809] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-12T20:32:19.238870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:19.238909] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:19.238941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:19.239017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:19.323852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:19.325060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:19.325188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:19.325244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:19.501690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:19.501885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:19.501945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:19.502011] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:19.507227] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-12T20:32:19.507717] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-12T20:32:19.507908] [INFO ] [sig       ] SND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:19.721793] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SND.txt
[2025-12-12T20:32:19.721969] [INFO ] [sig       ] [2961/3596] Completed SND in 0.5s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:19.722012] [INFO ] [sig       ] [2962/3596] Forecasting SNDL...
[2025-12-12T20:32:19.722041] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-12T20:32:19.722072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-12T20:32:19.737528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-12T20:32:19.738087] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-12T20:32:19.739356] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-12T20:32:19.739428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:19.739479] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:19.739524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:19.739633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:19.830133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:19.831400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:19.831511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:19.831566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:19.994148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:19.994333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:19.994387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:19.994426] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:19.999677] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-12T20:32:20.000184] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-12T20:32:20.000397] [INFO ] [sig       ] SNDL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:20.200727] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNDL.txt
[2025-12-12T20:32:20.200922] [INFO ] [sig       ] [2962/3596] Completed SNDL in 0.5s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:20.200968] [INFO ] [sig       ] [2963/3596] Forecasting SNDX...
[2025-12-12T20:32:20.200998] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-12T20:32:20.201030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-12T20:32:20.214976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-12T20:32:20.215404] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-12T20:32:20.216298] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-12T20:32:20.216358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:20.216389] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:20.216415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:20.216475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:20.288526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:20.289698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:20.289804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:20.289954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:20.413141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:20.413299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:20.413340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:20.413368] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:20.417089] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2025-12-12T20:32:20.417588] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-12T20:32:20.417715] [INFO ] [sig       ] SNDX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:20.576548] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SNDX.txt
[2025-12-12T20:32:20.576709] [INFO ] [sig       ] [2963/3596] Completed SNDX in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:20.576748] [INFO ] [sig       ] [2964/3596] Forecasting SNES...
[2025-12-12T20:32:20.576777] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-12T20:32:20.576806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-12T20:32:20.589153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-12T20:32:20.589442] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-12T20:32:20.590247] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-12T20:32:20.590298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:20.590329] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:20.590354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:20.590408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:20.647452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:20.648051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:20.648167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:20.648199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:20.763329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:20.763441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:20.763476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:20.763504] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:20.766687] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=74.25%)
[2025-12-12T20:32:20.766950] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-12T20:32:20.767069] [INFO ] [sig       ] SNES: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:20.904453] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNES.txt
[2025-12-12T20:32:20.904587] [INFO ] [sig       ] [2964/3596] Completed SNES in 0.3s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:20.904625] [INFO ] [sig       ] [2965/3596] Forecasting SNEX...
[2025-12-12T20:32:20.904654] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-12T20:32:20.904683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-12T20:32:20.916845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-12T20:32:20.917241] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-12T20:32:20.918073] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-12T20:32:20.918126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:20.918157] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:20.918196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:20.918257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:20.989820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:20.990968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:20.991071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:20.991120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:21.114583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:21.114736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:21.114776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:21.114804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:21.118108] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2025-12-12T20:32:21.118382] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-12T20:32:21.118499] [INFO ] [sig       ] SNEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:21.260192] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SNEX.txt
[2025-12-12T20:32:21.260532] [INFO ] [sig       ] [2965/3596] Completed SNEX in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:21.260585] [INFO ] [sig       ] [2966/3596] Forecasting SNFCA...
[2025-12-12T20:32:21.260617] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-12T20:32:21.260653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-12T20:32:21.273084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-12T20:32:21.273493] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-12T20:32:21.274347] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-12T20:32:21.274401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:21.274433] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:21.274460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:21.274514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:21.335209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:21.336133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:21.336225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:21.336257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:21.463640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:21.463801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:21.463840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:21.463867] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:21.467416] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=49.21%)
[2025-12-12T20:32:21.467720] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-12T20:32:21.467847] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:21.607957] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SNFCA.txt
[2025-12-12T20:32:21.608131] [INFO ] [sig       ] [2966/3596] Completed SNFCA in 0.3s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:21.608177] [INFO ] [sig       ] [2967/3596] Forecasting SNGX...
[2025-12-12T20:32:21.608207] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-12T20:32:21.608237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-12T20:32:21.620641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-12T20:32:21.621009] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-12T20:32:21.621806] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-12T20:32:21.621856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:21.621887] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:21.621913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:21.621968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:21.681779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:21.682680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:21.682764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:21.682796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:21.807607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:21.807766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:21.807806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:21.807835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:21.811492] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-12T20:32:21.811805] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-12T20:32:21.811934] [INFO ] [sig       ] SNGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:21.958627] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SNGX.txt
[2025-12-12T20:32:21.958793] [INFO ] [sig       ] [2967/3596] Completed SNGX in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:21.958833] [INFO ] [sig       ] [2968/3596] Forecasting SNN...
[2025-12-12T20:32:21.958863] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-12T20:32:21.958894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-12T20:32:21.971382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-12T20:32:21.971732] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-12T20:32:21.972532] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-12T20:32:21.972601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:21.972633] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:21.972660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:21.972715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:22.031323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:22.032151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:22.032229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:22.032261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:22.151077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:22.151219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:22.151257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:22.151286] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:22.154519] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-12T20:32:22.154807] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-12T20:32:22.154924] [INFO ] [sig       ] SNN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:22.311030] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNN.txt
[2025-12-12T20:32:22.311208] [INFO ] [sig       ] [2968/3596] Completed SNN in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:22.311264] [INFO ] [sig       ] [2969/3596] Forecasting SNOA...
[2025-12-12T20:32:22.311298] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-12T20:32:22.311338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-12T20:32:22.327024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-12T20:32:22.327506] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-12T20:32:22.328708] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-12T20:32:22.328790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:22.328841] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:22.328890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:22.328979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:22.397483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:22.398386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:22.398467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:22.398501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:22.527288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:22.527451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:22.527494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:22.527524] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:22.531401] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=64.98%)
[2025-12-12T20:32:22.531710] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-12T20:32:22.531838] [INFO ] [sig       ] SNOA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:22.674383] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNOA.txt
[2025-12-12T20:32:22.674535] [INFO ] [sig       ] [2969/3596] Completed SNOA in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:22.674594] [INFO ] [sig       ] [2970/3596] Forecasting SNPS...
[2025-12-12T20:32:22.674627] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-12T20:32:22.674659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-12T20:32:22.686008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-12T20:32:22.686343] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-12T20:32:22.687115] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-12T20:32:22.687167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:22.687197] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:22.687223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:22.687278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:22.745807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:22.746662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:22.746742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:22.746773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:22.871667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:22.871839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:22.871880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:22.871907] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:22.875983] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-12T20:32:22.876452] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-12T20:32:22.876632] [INFO ] [sig       ] SNPS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:23.032126] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNPS.txt
[2025-12-12T20:32:23.032309] [INFO ] [sig       ] [2970/3596] Completed SNPS in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-12T20:32:23.032360] [INFO ] [sig       ] [2971/3596] Forecasting SNTI...
[2025-12-12T20:32:23.032392] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-12T20:32:23.032424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-12T20:32:23.044316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-12T20:32:23.044738] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-12T20:32:23.045549] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-12T20:32:23.045650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:23.045683] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:23.045710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:23.045766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:23.110675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:23.111524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:23.111633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:23.111671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:23.251482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:23.251661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:23.251703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:23.251731] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:23.256012] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-12T20:32:23.256600] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-12T20:32:23.256779] [INFO ] [sig       ] SNTI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:23.411941] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SNTI.txt
[2025-12-12T20:32:23.412108] [INFO ] [sig       ] [2971/3596] Completed SNTI in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-12T20:32:23.412149] [INFO ] [sig       ] [2972/3596] Forecasting SNX...
[2025-12-12T20:32:23.412177] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-12T20:32:23.412209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-12T20:32:23.425154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-12T20:32:23.425762] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-12T20:32:23.426623] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-12T20:32:23.426681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:23.426714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:23.426742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:23.426800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:23.493295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:23.494218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:23.494310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:23.494344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:23.628535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:23.628707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:23.628748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:23.628778] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:23.632338] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=32.83%)
[2025-12-12T20:32:23.632688] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-12T20:32:23.632825] [INFO ] [sig       ] SNX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:23.777935] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SNX.txt
[2025-12-12T20:32:23.778126] [INFO ] [sig       ] [2972/3596] Completed SNX in 0.4s | 2.86 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-12T20:32:23.778186] [INFO ] [sig       ] [2973/3596] Forecasting SNY...
[2025-12-12T20:32:23.778230] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-12T20:32:23.778278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-12T20:32:23.790276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-12T20:32:23.790657] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-12T20:32:23.791465] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-12T20:32:23.791520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:23.791553] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:23.791637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:23.791700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:23.850738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:23.851598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:23.851680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:23.851714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:23.971364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:23.971520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:23.971562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:23.971611] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:23.975083] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-12T20:32:23.975423] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-12T20:32:23.975555] [INFO ] [sig       ] SNY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:24.123150] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SNY.txt
[2025-12-12T20:32:24.123317] [INFO ] [sig       ] [2973/3596] Completed SNY in 0.3s | 2.86 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-12T20:32:24.123355] [INFO ] [sig       ] [2974/3596] Forecasting SO...
[2025-12-12T20:32:24.123385] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-12T20:32:24.123416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-12T20:32:24.134894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-12T20:32:24.135249] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-12T20:32:24.136061] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-12T20:32:24.136127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:24.136165] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:24.136199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:24.136266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:24.197544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:24.198421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:24.198504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:24.198539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:24.323200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:24.323352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:24.323423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:24.323453] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:24.326917] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=46.45%)
[2025-12-12T20:32:24.327195] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-12T20:32:24.327317] [INFO ] [sig       ] SO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:24.472151] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SO.txt
[2025-12-12T20:32:24.472309] [INFO ] [sig       ] [2974/3596] Completed SO in 0.3s | 2.86 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-12T20:32:24.472347] [INFO ] [sig       ] [2975/3596] Forecasting SOCL...
[2025-12-12T20:32:24.472376] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-12T20:32:24.472406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-12T20:32:24.483858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-12T20:32:24.484208] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-12T20:32:24.485003] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-12T20:32:24.485055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:24.485093] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:24.485126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:24.485199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:24.545461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:24.546205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:24.546284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:24.546317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:24.652481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:24.652650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:24.652692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:24.652723] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:24.656366] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2025-12-12T20:32:24.656708] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-12T20:32:24.656861] [INFO ] [sig       ] SOCL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:24.801845] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SOCL.txt
[2025-12-12T20:32:24.802001] [INFO ] [sig       ] [2975/3596] Completed SOCL in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:24.802041] [INFO ] [sig       ] [2976/3596] Forecasting SOFI...
[2025-12-12T20:32:24.802070] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-12T20:32:24.802102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-12T20:32:24.813263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-12T20:32:24.813820] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-12T20:32:24.814632] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-12T20:32:24.814684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:24.814715] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:24.814743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:24.814800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:24.876585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:24.877407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:24.877485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:24.877517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:25.001638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:25.001792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:25.001835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:25.001866] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:25.005355] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-12T20:32:25.005688] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-12T20:32:25.005851] [INFO ] [sig       ] SOFI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:25.154239] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOFI.txt
[2025-12-12T20:32:25.154394] [INFO ] [sig       ] [2976/3596] Completed SOFI in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:25.154431] [INFO ] [sig       ] [2977/3596] Forecasting SOGP...
[2025-12-12T20:32:25.154462] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-12T20:32:25.154492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-12T20:32:25.166507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-12T20:32:25.166866] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-12T20:32:25.167676] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-12T20:32:25.167727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:25.167758] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:25.167784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:25.167839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:25.229245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:25.230355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:25.230614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:25.230648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:25.348880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:25.349030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:25.349069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:25.349098] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:25.352855] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=10.22%)
[2025-12-12T20:32:25.353131] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-12T20:32:25.353255] [INFO ] [sig       ] SOGP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:25.507329] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOGP.txt
[2025-12-12T20:32:25.507491] [INFO ] [sig       ] [2977/3596] Completed SOGP in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:25.507533] [INFO ] [sig       ] [2978/3596] Forecasting SOJC...
[2025-12-12T20:32:25.507619] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-12T20:32:25.507652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-12T20:32:25.519042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-12T20:32:25.519418] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-12T20:32:25.520310] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-12T20:32:25.520375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:25.520406] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:25.520432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:25.520493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:25.577944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:25.578835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:25.578913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:25.578945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:25.700144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:25.700291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:25.700344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:25.700388] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:25.704368] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-12T20:32:25.704768] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-12T20:32:25.704929] [INFO ] [sig       ] SOJC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:25.852371] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SOJC.txt
[2025-12-12T20:32:25.852524] [INFO ] [sig       ] [2978/3596] Completed SOJC in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:25.852563] [INFO ] [sig       ] [2979/3596] Forecasting SOJD...
[2025-12-12T20:32:25.852612] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-12T20:32:25.852645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-12T20:32:25.863597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-12T20:32:25.863914] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-12T20:32:25.864690] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-12T20:32:25.864741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:25.864772] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:25.864799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:25.864854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:25.922633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:25.923376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:25.923452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:25.923484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:26.040421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:26.040588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:26.040629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:26.040658] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:26.043921] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-12-12T20:32:26.044192] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-12T20:32:26.044308] [INFO ] [sig       ] SOJD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:26.184899] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SOJD.txt
[2025-12-12T20:32:26.185027] [INFO ] [sig       ] [2979/3596] Completed SOJD in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:26.185064] [INFO ] [sig       ] [2980/3596] Forecasting SOJE...
[2025-12-12T20:32:26.185094] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-12T20:32:26.185132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-12T20:32:26.196059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-12T20:32:26.196344] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-12T20:32:26.197107] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-12T20:32:26.197157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:26.197187] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:26.197214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:26.197269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:26.256636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:26.257319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:26.257395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:26.257428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:26.380398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:26.380546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:26.380602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:26.380634] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:26.384004] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-12T20:32:26.384279] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-12T20:32:26.384402] [INFO ] [sig       ] SOJE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:26.539440] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOJE.txt
[2025-12-12T20:32:26.539593] [INFO ] [sig       ] [2980/3596] Completed SOJE in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:26.539635] [INFO ] [sig       ] [2981/3596] Forecasting SOL...
[2025-12-12T20:32:26.539665] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-12T20:32:26.539696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-12T20:32:26.551681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-12T20:32:26.552007] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-12T20:32:26.552786] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-12T20:32:26.552837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:26.552868] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:26.552894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:26.552993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:26.612319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:26.613376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:26.613460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:26.613494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:26.730121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:26.730282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:26.730325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:26.730544] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:26.734158] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-12T20:32:26.734447] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-12T20:32:26.734590] [INFO ] [sig       ] SOL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:26.881535] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOL.txt
[2025-12-12T20:32:26.881694] [INFO ] [sig       ] [2981/3596] Completed SOL in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:26.881741] [INFO ] [sig       ] [2982/3596] Forecasting SON...
[2025-12-12T20:32:26.881771] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-12T20:32:26.881802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-12T20:32:26.894423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-12T20:32:26.894771] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-12T20:32:26.895814] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-12T20:32:26.895869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:26.895902] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:26.895931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:26.895988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:26.955890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:26.956819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:26.956899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:26.956933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:27.078965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:27.079105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:27.079145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:27.079172] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:27.082944] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=70.61%)
[2025-12-12T20:32:27.083227] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-12T20:32:27.083348] [INFO ] [sig       ] SON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:27.231631] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SON.txt
[2025-12-12T20:32:27.231786] [INFO ] [sig       ] [2982/3596] Completed SON in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:27.231824] [INFO ] [sig       ] [2983/3596] Forecasting SONO...
[2025-12-12T20:32:27.231854] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-12T20:32:27.231884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-12T20:32:27.244375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-12T20:32:27.244750] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-12T20:32:27.245782] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-12T20:32:27.245833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:27.245864] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:27.245890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:27.245944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:27.305489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:27.306351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:27.306433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:27.306466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:27.428598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:27.428757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:27.428797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:27.428828] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:27.432251] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-12T20:32:27.432592] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-12T20:32:27.432719] [INFO ] [sig       ] SONO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:27.578084] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SONO.txt
[2025-12-12T20:32:27.578259] [INFO ] [sig       ] [2983/3596] Completed SONO in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:27.578306] [INFO ] [sig       ] [2984/3596] Forecasting SOPA...
[2025-12-12T20:32:27.578343] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-12T20:32:27.578378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-12T20:32:27.589929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-12T20:32:27.590339] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-12T20:32:27.591162] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-12T20:32:27.591216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:27.591248] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:27.591276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:27.591332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:27.650485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:27.651363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:27.651448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:27.651480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:27.773533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:27.773700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:27.773740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:27.773769] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:27.777059] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-12T20:32:27.777385] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-12T20:32:27.777511] [INFO ] [sig       ] SOPA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:27.927519] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SOPA.txt
[2025-12-12T20:32:27.927708] [INFO ] [sig       ] [2984/3596] Completed SOPA in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:27.927749] [INFO ] [sig       ] [2985/3596] Forecasting SOPH...
[2025-12-12T20:32:27.927779] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-12T20:32:27.927811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-12T20:32:27.938757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-12T20:32:27.939095] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-12T20:32:27.939895] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-12T20:32:27.939946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:27.939978] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:27.940005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:27.940062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:28.002085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:28.002944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:28.003026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:28.003059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:28.136645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:28.136804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:28.136865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:28.136896] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:28.140512] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-12-12T20:32:28.140814] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-12T20:32:28.140942] [INFO ] [sig       ] SOPH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:28.287459] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOPH.txt
[2025-12-12T20:32:28.287642] [INFO ] [sig       ] [2985/3596] Completed SOPH in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:28.287684] [INFO ] [sig       ] [2986/3596] Forecasting SOUN...
[2025-12-12T20:32:28.287712] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-12T20:32:28.287742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-12T20:32:28.300044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-12T20:32:28.300461] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-12T20:32:28.301265] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-12T20:32:28.301317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:28.301348] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:28.301375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:28.301430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:28.361137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:28.362003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:28.362081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:28.362113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:28.487846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:28.488002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:28.488044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:28.488074] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:28.492290] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-12-12T20:32:28.492660] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-12T20:32:28.493022] [INFO ] [sig       ] SOUN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:28.644408] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOUN.txt
[2025-12-12T20:32:28.644565] [INFO ] [sig       ] [2986/3596] Completed SOUN in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:28.644624] [INFO ] [sig       ] [2987/3596] Forecasting SOXQ...
[2025-12-12T20:32:28.644654] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-12T20:32:28.644686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-12T20:32:28.657749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-12T20:32:28.658101] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-12T20:32:28.659137] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-12T20:32:28.659204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:28.659237] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:28.659264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:28.659321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:28.723051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:28.724048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:28.724137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:28.724170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:28.866154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:28.866303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:28.866347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:28.866377] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:28.869784] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-12-12T20:32:28.870091] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-12T20:32:28.870216] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:29.009560] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOXQ.txt
[2025-12-12T20:32:29.009727] [INFO ] [sig       ] [2987/3596] Completed SOXQ in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-12T20:32:29.009766] [INFO ] [sig       ] [2988/3596] Forecasting SOXX...
[2025-12-12T20:32:29.009797] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-12T20:32:29.009827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-12T20:32:29.021182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-12T20:32:29.021535] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-12T20:32:29.022307] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-12T20:32:29.022359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:29.022390] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:29.022417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:29.022473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:29.078780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:29.079457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:29.079533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:29.079566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:29.199345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:29.199495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:29.199535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:29.199564] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:29.202868] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-12T20:32:29.203140] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-12T20:32:29.203275] [INFO ] [sig       ] SOXX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:29.366872] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SOXX.txt
[2025-12-12T20:32:29.367036] [INFO ] [sig       ] [2988/3596] Completed SOXX in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-12T20:32:29.367075] [INFO ] [sig       ] [2989/3596] Forecasting SPAI...
[2025-12-12T20:32:29.367106] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-12T20:32:29.367136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-12T20:32:29.378954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-12T20:32:29.379350] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-12T20:32:29.380267] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-12T20:32:29.380329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:29.380395] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:29.380440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:29.380504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:29.443392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:29.444276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:29.444375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:29.444413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:29.568281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:29.568450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:29.568490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:29.568519] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:29.572172] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-12T20:32:29.572521] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-12T20:32:29.572682] [INFO ] [sig       ] SPAI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:29.726090] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPAI.txt
[2025-12-12T20:32:29.726300] [INFO ] [sig       ] [2989/3596] Completed SPAI in 0.4s | 2.86 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-12T20:32:29.726358] [INFO ] [sig       ] [2990/3596] Forecasting SPB...
[2025-12-12T20:32:29.726390] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-12T20:32:29.726422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-12T20:32:29.738386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-12T20:32:29.738769] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-12T20:32:29.739524] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-12T20:32:29.739593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:29.739626] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:29.739653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:29.739708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:29.800096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:29.801002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:29.801085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:29.801118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:29.923070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:29.923223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:29.923261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:29.923290] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:29.926635] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-12T20:32:29.926914] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-12T20:32:29.927038] [INFO ] [sig       ] SPB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:30.066148] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPB.txt
[2025-12-12T20:32:30.066281] [INFO ] [sig       ] [2990/3596] Completed SPB in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-12T20:32:30.066318] [INFO ] [sig       ] [2991/3596] Forecasting SPCB...
[2025-12-12T20:32:30.066348] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-12T20:32:30.066377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-12T20:32:30.079109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-12T20:32:30.079533] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-12T20:32:30.080388] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-12T20:32:30.080442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:30.080474] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:30.080500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:30.080557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:30.139491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:30.140432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:30.140520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:30.140553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:30.271370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:30.271528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:30.271584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:30.271616] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:30.274984] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2025-12-12T20:32:30.275256] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-12T20:32:30.275379] [INFO ] [sig       ] SPCB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:30.413245] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPCB.txt
[2025-12-12T20:32:30.413400] [INFO ] [sig       ] [2991/3596] Completed SPCB in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-12T20:32:30.413437] [INFO ] [sig       ] [2992/3596] Forecasting SPCE...
[2025-12-12T20:32:30.413466] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-12T20:32:30.413497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-12T20:32:30.425444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-12T20:32:30.425838] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-12T20:32:30.426678] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-12T20:32:30.426730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:30.426761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:30.426787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:30.426841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:30.487148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:30.488199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:30.488278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:30.488311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:30.609271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:30.609441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:30.609479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:30.609507] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:30.612864] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-12T20:32:30.613132] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-12T20:32:30.613249] [INFO ] [sig       ] SPCE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:30.750832] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPCE.txt
[2025-12-12T20:32:30.750961] [INFO ] [sig       ] [2992/3596] Completed SPCE in 0.3s | 2.86 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-12T20:32:30.751005] [INFO ] [sig       ] [2993/3596] Forecasting SPE...
[2025-12-12T20:32:30.751034] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-12T20:32:30.751065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-12T20:32:30.763771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-12T20:32:30.764136] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-12T20:32:30.764960] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-12T20:32:30.765014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:30.765047] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:30.765080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:30.765148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:30.822708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:30.823398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:30.823475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:30.823507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:30.963447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:30.963620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:30.963668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:30.963697] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:30.967386] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-12T20:32:30.967984] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-12T20:32:30.968134] [INFO ] [sig       ] SPE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:31.109317] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPE.txt
[2025-12-12T20:32:31.109453] [INFO ] [sig       ] [2993/3596] Completed SPE in 0.4s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:31.109490] [INFO ] [sig       ] [2994/3596] Forecasting SPFI...
[2025-12-12T20:32:31.109519] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-12T20:32:31.109549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-12T20:32:31.124883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-12T20:32:31.125361] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-12T20:32:31.126621] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-12T20:32:31.126687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:31.126728] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:31.126768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:31.126852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:31.212246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:31.213394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:31.213495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:31.213539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:31.345590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:31.345748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:31.345788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:31.345815] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:31.349354] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-12T20:32:31.349728] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-12T20:32:31.349907] [INFO ] [sig       ] SPFI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:31.489093] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPFI.txt
[2025-12-12T20:32:31.489252] [INFO ] [sig       ] [2994/3596] Completed SPFI in 0.4s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:31.489342] [INFO ] [sig       ] [2995/3596] Forecasting SPG...
[2025-12-12T20:32:31.489392] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-12T20:32:31.489436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-12T20:32:31.501753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-12T20:32:31.502111] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-12T20:32:31.503105] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-12T20:32:31.503156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:31.503187] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:31.503213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:31.503269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:31.559521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:31.560342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:31.560429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:31.560460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:31.684301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:31.684458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:31.684703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:31.684734] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:31.688537] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-12-12T20:32:31.688830] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-12T20:32:31.688949] [INFO ] [sig       ] SPG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:31.830481] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPG.txt
[2025-12-12T20:32:31.830643] [INFO ] [sig       ] [2995/3596] Completed SPG in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:31.830683] [INFO ] [sig       ] [2996/3596] Forecasting SPGI...
[2025-12-12T20:32:31.830713] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-12T20:32:31.830743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-12T20:32:31.842623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-12T20:32:31.842984] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-12T20:32:31.843749] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-12T20:32:31.843800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:31.843830] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:31.843856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:31.843910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:31.902514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:31.903356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:31.903632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:31.903665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:32.027433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:32.027608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:32.027647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:32.027690] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:32.031195] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-12T20:32:32.031561] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-12T20:32:32.031714] [INFO ] [sig       ] SPGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:32.185387] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPGI.txt
[2025-12-12T20:32:32.185550] [INFO ] [sig       ] [2996/3596] Completed SPGI in 0.4s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:32.185618] [INFO ] [sig       ] [2997/3596] Forecasting SPH...
[2025-12-12T20:32:32.185649] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-12T20:32:32.185680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-12T20:32:32.197774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-12T20:32:32.198175] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-12T20:32:32.199059] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-12T20:32:32.199112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:32.199143] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:32.199171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:32.199228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:32.259494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:32.260383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:32.260468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:32.260502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:32.376996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:32.377152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:32.377190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:32.377217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:32.380947] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=63.58%)
[2025-12-12T20:32:32.381249] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-12T20:32:32.381397] [INFO ] [sig       ] SPH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:32.540489] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPH.txt
[2025-12-12T20:32:32.540666] [INFO ] [sig       ] [2997/3596] Completed SPH in 0.4s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:32.540708] [INFO ] [sig       ] [2998/3596] Forecasting SPNS...
[2025-12-12T20:32:32.540738] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-12T20:32:32.540771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-12T20:32:32.553362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-12T20:32:32.553762] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-12T20:32:32.554564] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-12T20:32:32.554639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:32.554670] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:32.554724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:32.554782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:32.615342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:32.616199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:32.616314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:32.616347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:32.741014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:32.741167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:32.741207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:32.741235] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:32.744523] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-12T20:32:32.744824] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-12T20:32:32.744950] [INFO ] [sig       ] SPNS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:32.893767] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPNS.txt
[2025-12-12T20:32:32.893925] [INFO ] [sig       ] [2998/3596] Completed SPNS in 0.4s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:32.893968] [INFO ] [sig       ] [2999/3596] Forecasting SPOK...
[2025-12-12T20:32:32.893998] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-12T20:32:32.894029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-12T20:32:32.905854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-12T20:32:32.906234] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-12T20:32:32.907030] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-12T20:32:32.907081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:32.907113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:32.907141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:32.907198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:32.966752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:32.967599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:32.967683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:32.967714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:33.087607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:33.087768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:33.087805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:33.087834] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:33.091534] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-12T20:32:33.091858] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-12T20:32:33.091985] [INFO ] [sig       ] SPOK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:33.236731] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPOK.txt
[2025-12-12T20:32:33.236888] [INFO ] [sig       ] [2999/3596] Completed SPOK in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:33.236930] [INFO ] [sig       ] [3000/3596] Forecasting SPRC...
[2025-12-12T20:32:33.236959] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-12T20:32:33.236989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-12T20:32:33.247819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-12T20:32:33.248189] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-12T20:32:33.248977] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-12T20:32:33.249029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:33.249061] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:33.249101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:33.249158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:33.306144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:33.306983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:33.307062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:33.307094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:33.425434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:33.425606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:33.425649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:33.425677] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:33.428988] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-12-12T20:32:33.429273] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-12T20:32:33.429398] [INFO ] [sig       ] SPRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:33.572193] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPRC.txt
[2025-12-12T20:32:33.572352] [INFO ] [sig       ] [3000/3596] Completed SPRC in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:33.572390] [INFO ] [sig       ] [3001/3596] Forecasting SPRO...
[2025-12-12T20:32:33.572418] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-12T20:32:33.572450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-12T20:32:33.584286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-12T20:32:33.584668] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-12T20:32:33.585431] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-12T20:32:33.585482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:33.585513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:33.585538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:33.585617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:33.643347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:33.644188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:33.644270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:33.644303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:33.763934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:33.764084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:33.764122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:33.764150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:33.767472] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-12T20:32:33.767760] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-12T20:32:33.767877] [INFO ] [sig       ] SPRO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:33.908929] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPRO.txt
[2025-12-12T20:32:33.909071] [INFO ] [sig       ] [3001/3596] Completed SPRO in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:33.909110] [INFO ] [sig       ] [3002/3596] Forecasting SPRX...
[2025-12-12T20:32:33.909137] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-12T20:32:33.909167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-12T20:32:33.921821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-12T20:32:33.922191] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-12T20:32:33.923001] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-12T20:32:33.923054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:33.923085] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:33.923113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:33.923169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:33.981593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:33.982246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:33.982332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:33.982364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:34.099734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:34.099898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:34.099967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:34.100008] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:34.103843] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-12T20:32:34.104121] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-12T20:32:34.104250] [INFO ] [sig       ] SPRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:34.250934] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPRX.txt
[2025-12-12T20:32:34.251064] [INFO ] [sig       ] [3002/3596] Completed SPRX in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:34.251101] [INFO ] [sig       ] [3003/3596] Forecasting SPRY...
[2025-12-12T20:32:34.251129] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-12T20:32:34.251159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-12T20:32:34.262882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-12T20:32:34.263183] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-12T20:32:34.263967] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-12T20:32:34.264018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:34.264049] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:34.264075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:34.264130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:34.322659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:34.323524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:34.323615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:34.323648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:34.444313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:34.444452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:34.444491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:34.444520] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:34.447889] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-12T20:32:34.448169] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-12T20:32:34.448291] [INFO ] [sig       ] SPRY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:34.594342] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPRY.txt
[2025-12-12T20:32:34.594490] [INFO ] [sig       ] [3003/3596] Completed SPRY in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:34.594534] [INFO ] [sig       ] [3004/3596] Forecasting SPSC...
[2025-12-12T20:32:34.594596] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-12T20:32:34.594630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-12T20:32:34.606754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-12T20:32:34.607048] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-12T20:32:34.607816] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-12T20:32:34.607872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:34.607910] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:34.607938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:34.607993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:34.666891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:34.667491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:34.667564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:34.667615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:34.785278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:34.785397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:34.785436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:34.785465] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:34.788846] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-12T20:32:34.789126] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-12T20:32:34.789248] [INFO ] [sig       ] SPSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:34.930652] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPSC.txt
[2025-12-12T20:32:34.930794] [INFO ] [sig       ] [3004/3596] Completed SPSC in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-12T20:32:34.930833] [INFO ] [sig       ] [3005/3596] Forecasting SPWH...
[2025-12-12T20:32:34.930862] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-12T20:32:34.930892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-12T20:32:34.942440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-12T20:32:34.942753] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-12T20:32:34.943523] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-12T20:32:34.943596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:34.943640] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:34.943670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:34.943727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:35.004243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:35.004894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:35.004970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:35.005003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:35.128877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:35.129010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:35.129047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:35.129074] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:35.132950] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=66.28%)
[2025-12-12T20:32:35.133228] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-12T20:32:35.133353] [INFO ] [sig       ] SPWH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:35.277101] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPWH.txt
[2025-12-12T20:32:35.277231] [INFO ] [sig       ] [3005/3596] Completed SPWH in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-12T20:32:35.277269] [INFO ] [sig       ] [3006/3596] Forecasting SPXC...
[2025-12-12T20:32:35.277297] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-12T20:32:35.277327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-12T20:32:35.289943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-12T20:32:35.290233] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-12T20:32:35.291017] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-12T20:32:35.291069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:35.291102] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:35.291129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:35.291186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:35.350425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:35.351142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:35.351229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:35.351288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:35.486363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:35.486536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:35.486606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:35.486650] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:35.490921] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2025-12-12T20:32:35.491217] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-12T20:32:35.491346] [INFO ] [sig       ] SPXC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:35.639460] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SPXC.txt
[2025-12-12T20:32:35.639654] [INFO ] [sig       ] [3006/3596] Completed SPXC in 0.4s | 2.86 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-12T20:32:35.639697] [INFO ] [sig       ] [3007/3596] Forecasting SPXX...
[2025-12-12T20:32:35.639729] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-12T20:32:35.639760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-12T20:32:35.651270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-12T20:32:35.651662] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-12T20:32:35.652447] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-12T20:32:35.652500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:35.652532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:35.652559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:35.652637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:35.712358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:35.713229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:35.713319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:35.713353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:35.835002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:35.835155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:35.835195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:35.835239] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:35.838691] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-12T20:32:35.838987] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-12T20:32:35.839115] [INFO ] [sig       ] SPXX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:35.987915] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SPXX.txt
[2025-12-12T20:32:35.988072] [INFO ] [sig       ] [3007/3596] Completed SPXX in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-12T20:32:35.988110] [INFO ] [sig       ] [3008/3596] Forecasting SQM...
[2025-12-12T20:32:35.988139] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-12T20:32:35.988169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-12T20:32:35.999529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-12T20:32:35.999950] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-12T20:32:36.000783] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-12T20:32:36.000837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:36.000869] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:36.000897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:36.000953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:36.061016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:36.061880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:36.061995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:36.062031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:36.187984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:36.188139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:36.188179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:36.188207] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:36.191813] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-12T20:32:36.192102] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-12T20:32:36.192223] [INFO ] [sig       ] SQM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:36.335354] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SQM.txt
[2025-12-12T20:32:36.335502] [INFO ] [sig       ] [3008/3596] Completed SQM in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-12T20:32:36.335548] [INFO ] [sig       ] [3009/3596] Forecasting SQNS...
[2025-12-12T20:32:36.335595] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-12T20:32:36.335628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-12T20:32:36.347950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-12T20:32:36.348319] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-12T20:32:36.349146] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-12T20:32:36.349201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:36.349234] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:36.349262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:36.349319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:36.412387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:36.413330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:36.413444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:36.413504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:36.532556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:36.532721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:36.532761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:36.532792] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:36.536277] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=34.56%)
[2025-12-12T20:32:36.536591] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-12T20:32:36.536721] [INFO ] [sig       ] SQNS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:36.683207] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SQNS.txt
[2025-12-12T20:32:36.683341] [INFO ] [sig       ] [3009/3596] Completed SQNS in 0.3s | 2.86 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-12T20:32:36.683378] [INFO ] [sig       ] [3010/3596] Forecasting SQQQ...
[2025-12-12T20:32:36.683406] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-12T20:32:36.683437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-12T20:32:36.695102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-12T20:32:36.695391] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-12T20:32:36.696175] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-12T20:32:36.696227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:36.696259] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:36.696287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:36.696348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:36.755290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:36.756034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:36.756114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:36.756147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:36.875941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:36.876095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:36.876137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:36.876166] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:36.879634] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-12-12T20:32:36.879969] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-12T20:32:36.880094] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:37.021178] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SQQQ.txt
[2025-12-12T20:32:37.021311] [INFO ] [sig       ] [3010/3596] Completed SQQQ in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:37.021349] [INFO ] [sig       ] [3011/3596] Forecasting SRAD...
[2025-12-12T20:32:37.021377] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-12T20:32:37.021406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-12T20:32:37.033607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-12T20:32:37.033948] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-12T20:32:37.034743] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-12T20:32:37.034793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:37.034825] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:37.034851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:37.034918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:37.091657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:37.092479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:37.092559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:37.092609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:37.212951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:37.213108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:37.213150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:37.213179] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:37.216693] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-12T20:32:37.216970] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-12T20:32:37.217092] [INFO ] [sig       ] SRAD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:37.362354] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SRAD.txt
[2025-12-12T20:32:37.362531] [INFO ] [sig       ] [3011/3596] Completed SRAD in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:37.362587] [INFO ] [sig       ] [3012/3596] Forecasting SRBK...
[2025-12-12T20:32:37.362620] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-12T20:32:37.362652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-12T20:32:37.373728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-12T20:32:37.374025] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-12T20:32:37.374794] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-12T20:32:37.374846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:37.374878] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:37.374905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:37.374960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:37.430970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:37.431766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:37.431843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:37.431875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:37.551381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:37.551537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:37.551658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:37.551694] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:37.555013] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-12-12T20:32:37.555291] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-12T20:32:37.555414] [INFO ] [sig       ] SRBK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:37.744830] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SRBK.txt
[2025-12-12T20:32:37.744975] [INFO ] [sig       ] [3012/3596] Completed SRBK in 0.4s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:37.745014] [INFO ] [sig       ] [3013/3596] Forecasting SRCE...
[2025-12-12T20:32:37.745044] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-12T20:32:37.745073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-12T20:32:37.756503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-12T20:32:37.756836] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-12T20:32:37.757635] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-12T20:32:37.757687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:37.757719] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:37.757746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:37.757803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:37.814637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:37.815272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:37.815347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:37.815384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:37.933631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:37.933779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:37.933818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:37.933847] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:37.937345] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-12T20:32:37.937642] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-12T20:32:37.937765] [INFO ] [sig       ] SRCE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:38.083309] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SRCE.txt
[2025-12-12T20:32:38.083447] [INFO ] [sig       ] [3013/3596] Completed SRCE in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:38.083486] [INFO ] [sig       ] [3014/3596] Forecasting SRE...
[2025-12-12T20:32:38.083515] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-12T20:32:38.083545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-12T20:32:38.095524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-12T20:32:38.095972] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-12T20:32:38.096821] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-12T20:32:38.096875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:38.096908] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:38.096936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:38.096994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:38.157304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:38.158196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:38.158280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:38.158311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:38.280873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:38.281036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:38.281077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:38.281108] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:38.284801] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-12T20:32:38.285095] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-12T20:32:38.285229] [INFO ] [sig       ] SRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:38.434860] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SRE.txt
[2025-12-12T20:32:38.435023] [INFO ] [sig       ] [3014/3596] Completed SRE in 0.4s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:38.435062] [INFO ] [sig       ] [3015/3596] Forecasting SREA...
[2025-12-12T20:32:38.435093] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-12T20:32:38.435122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-12T20:32:38.446827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-12T20:32:38.447190] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-12T20:32:38.448243] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-12T20:32:38.448297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:38.448357] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:38.448385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:38.448443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:38.511396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:38.512307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:38.512399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:38.512435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:38.636150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:38.636311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:38.636351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:38.636380] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:38.640233] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-12T20:32:38.640659] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-12T20:32:38.640818] [INFO ] [sig       ] SREA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:38.788452] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SREA.txt
[2025-12-12T20:32:38.788636] [INFO ] [sig       ] [3015/3596] Completed SREA in 0.4s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:38.788679] [INFO ] [sig       ] [3016/3596] Forecasting SRFM...
[2025-12-12T20:32:38.788710] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-12T20:32:38.788740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-12T20:32:38.800508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-12T20:32:38.800927] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-12T20:32:38.801799] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-12T20:32:38.801851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:38.801883] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:38.801910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:38.801967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:38.861734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:38.862650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:38.862734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:38.862768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:38.987968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:38.988128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:38.988176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:38.988206] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:38.991875] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-12T20:32:38.992177] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-12T20:32:38.992308] [INFO ] [sig       ] SRFM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:39.140671] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SRFM.txt
[2025-12-12T20:32:39.140838] [INFO ] [sig       ] [3016/3596] Completed SRFM in 0.4s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:39.140879] [INFO ] [sig       ] [3017/3596] Forecasting SRG...
[2025-12-12T20:32:39.140908] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-12T20:32:39.140938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-12T20:32:39.152417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-12T20:32:39.152786] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-12T20:32:39.153546] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-12T20:32:39.153617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:39.153650] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:39.153676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:39.153731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:39.214158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:39.215033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:39.215140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:39.215173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:39.334017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:39.334179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:39.334220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:39.334250] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:39.337734] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=79.20%)
[2025-12-12T20:32:39.338020] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-12T20:32:39.338148] [INFO ] [sig       ] SRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:39.484625] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SRG.txt
[2025-12-12T20:32:39.484793] [INFO ] [sig       ] [3017/3596] Completed SRG in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:39.484832] [INFO ] [sig       ] [3018/3596] Forecasting SRI...
[2025-12-12T20:32:39.484862] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-12T20:32:39.484893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-12T20:32:39.496257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-12T20:32:39.496640] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-12T20:32:39.497627] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-12T20:32:39.497680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:39.497712] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:39.497739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:39.497794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:39.559336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:39.560240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:39.560324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:39.560355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:39.684743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:39.684901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:39.684942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:39.685011] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:39.688796] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=75.25%)
[2025-12-12T20:32:39.689172] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-12T20:32:39.689313] [INFO ] [sig       ] SRI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:39.841096] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SRI.txt
[2025-12-12T20:32:39.841254] [INFO ] [sig       ] [3018/3596] Completed SRI in 0.4s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:39.841297] [INFO ] [sig       ] [3019/3596] Forecasting SRRK...
[2025-12-12T20:32:39.841343] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-12T20:32:39.841385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-12T20:32:39.853526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-12T20:32:39.854063] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-12T20:32:39.854865] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-12T20:32:39.854917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:39.854948] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:39.854974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:39.855029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:39.916881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:39.917750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:39.917831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:39.917863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:40.045517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:40.045702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:40.045742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:40.045769] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:40.049394] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-12T20:32:40.049891] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-12T20:32:40.050077] [INFO ] [sig       ] SRRK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:40.199833] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SRRK.txt
[2025-12-12T20:32:40.200013] [INFO ] [sig       ] [3019/3596] Completed SRRK in 0.4s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:40.200053] [INFO ] [sig       ] [3020/3596] Forecasting SRTS...
[2025-12-12T20:32:40.200084] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-12T20:32:40.200116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-12T20:32:40.211284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-12T20:32:40.211651] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-12T20:32:40.212427] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-12T20:32:40.212479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:40.212510] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:40.212537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:40.212614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:40.272473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:40.273314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:40.273393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:40.273426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:40.389590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:40.389758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:40.389798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:40.389827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:40.393149] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-12T20:32:40.393419] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-12T20:32:40.393561] [INFO ] [sig       ] SRTS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:40.535046] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SRTS.txt
[2025-12-12T20:32:40.535176] [INFO ] [sig       ] [3020/3596] Completed SRTS in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:40.535213] [INFO ] [sig       ] [3021/3596] Forecasting SSB...
[2025-12-12T20:32:40.535242] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-12T20:32:40.535274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-12T20:32:40.547370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-12T20:32:40.547719] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-12T20:32:40.548509] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-12T20:32:40.548595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:40.548636] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:40.548672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:40.548734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:40.608262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:40.609020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:40.609099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:40.609132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:40.729975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:40.730123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:40.730162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:40.730189] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:40.733646] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-12T20:32:40.733937] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-12T20:32:40.734064] [INFO ] [sig       ] SSB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:40.876115] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SSB.txt
[2025-12-12T20:32:40.876251] [INFO ] [sig       ] [3021/3596] Completed SSB in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-12T20:32:40.876290] [INFO ] [sig       ] [3022/3596] Forecasting SSD...
[2025-12-12T20:32:40.876320] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-12T20:32:40.876352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-12T20:32:40.887547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-12T20:32:40.887870] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-12T20:32:40.888653] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-12T20:32:40.888705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:40.888737] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:40.888766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:40.888821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:40.947477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:40.948377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:40.948484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:40.948519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:41.068288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:41.068444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:41.068484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:41.068513] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:41.071921] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=31.74%)
[2025-12-12T20:32:41.072195] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-12T20:32:41.072316] [INFO ] [sig       ] SSD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:41.211975] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SSD.txt
[2025-12-12T20:32:41.212118] [INFO ] [sig       ] [3022/3596] Completed SSD in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-12T20:32:41.212158] [INFO ] [sig       ] [3023/3596] Forecasting SSL...
[2025-12-12T20:32:41.212187] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-12T20:32:41.212219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-12T20:32:41.223712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-12T20:32:41.224006] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-12T20:32:41.224851] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-12T20:32:41.224906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:41.224940] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:41.224966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:41.225021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:41.282301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:41.282944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:41.283021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:41.283051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:41.401483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:41.401644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:41.401682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:41.401709] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:41.404952] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-12T20:32:41.405222] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-12T20:32:41.405341] [INFO ] [sig       ] SSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:41.541747] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SSL.txt
[2025-12-12T20:32:41.541890] [INFO ] [sig       ] [3023/3596] Completed SSL in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-12T20:32:41.541929] [INFO ] [sig       ] [3024/3596] Forecasting SSNC...
[2025-12-12T20:32:41.541959] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-12T20:32:41.541991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-12T20:32:41.553696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-12T20:32:41.554066] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-12T20:32:41.554890] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-12T20:32:41.554942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:41.554985] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:41.555013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:41.555069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:41.614922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:41.615748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:41.615828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:41.615861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:41.741035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:41.741185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:41.741223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:41.741251] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:41.744717] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-12T20:32:41.744991] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-12T20:32:41.745112] [INFO ] [sig       ] SSNC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:41.885634] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SSNC.txt
[2025-12-12T20:32:41.885759] [INFO ] [sig       ] [3024/3596] Completed SSNC in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-12T20:32:41.885796] [INFO ] [sig       ] [3025/3596] Forecasting SSP...
[2025-12-12T20:32:41.885824] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-12T20:32:41.885854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-12T20:32:41.897060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-12T20:32:41.897338] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-12T20:32:41.898097] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-12T20:32:41.898146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:41.898177] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:41.898204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:41.898260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:41.961070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:41.961835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:41.961944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:41.961978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:42.077847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:42.077995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:42.078037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:42.078067] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:42.081769] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2025-12-12T20:32:42.082049] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-12T20:32:42.082173] [INFO ] [sig       ] SSP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:42.224711] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SSP.txt
[2025-12-12T20:32:42.224842] [INFO ] [sig       ] [3025/3596] Completed SSP in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-12T20:32:42.224880] [INFO ] [sig       ] [3026/3596] Forecasting SSRM...
[2025-12-12T20:32:42.224908] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-12T20:32:42.224942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-12T20:32:42.236259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-12T20:32:42.236527] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-12T20:32:42.237279] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-12T20:32:42.237330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:42.237360] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:42.237386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:42.237451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:42.296065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:42.296806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:42.296885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:42.296918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:42.422342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:42.422492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:42.422536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:42.422565] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:42.426101] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2025-12-12T20:32:42.426375] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-12T20:32:42.426498] [INFO ] [sig       ] SSRM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:42.573826] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SSRM.txt
[2025-12-12T20:32:42.573964] [INFO ] [sig       ] [3026/3596] Completed SSRM in 0.3s | 2.86 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-12T20:32:42.574003] [INFO ] [sig       ] [3027/3596] Forecasting SSSS...
[2025-12-12T20:32:42.574033] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-12T20:32:42.574065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-12T20:32:42.586731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-12T20:32:42.587038] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-12T20:32:42.587861] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-12T20:32:42.587913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:42.587944] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:42.587972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:42.588027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:42.649235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:42.649901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:42.649978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:42.650011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:42.778907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:42.779062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:42.779104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:42.779133] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:42.783242] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=54.11%)
[2025-12-12T20:32:42.783563] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-12T20:32:42.783880] [INFO ] [sig       ] SSSS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:42.929885] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SSSS.txt
[2025-12-12T20:32:42.930051] [INFO ] [sig       ] [3027/3596] Completed SSSS in 0.4s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:42.930096] [INFO ] [sig       ] [3028/3596] Forecasting SSTI...
[2025-12-12T20:32:42.930127] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-12T20:32:42.930156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-12T20:32:42.942471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-12T20:32:42.942870] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-12T20:32:42.943672] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-12T20:32:42.943723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:42.943755] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:42.943781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:42.943835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:43.005408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:43.006468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:43.006548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:43.006609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:43.129529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:43.129700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:43.129742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:43.129773] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:43.133223] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-12-12T20:32:43.133516] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-12T20:32:43.133659] [INFO ] [sig       ] SSTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:43.282704] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SSTI.txt
[2025-12-12T20:32:43.282883] [INFO ] [sig       ] [3028/3596] Completed SSTI in 0.4s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:43.282923] [INFO ] [sig       ] [3029/3596] Forecasting SSTK...
[2025-12-12T20:32:43.282952] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-12T20:32:43.282984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-12T20:32:43.294521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-12T20:32:43.294908] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-12T20:32:43.295736] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-12T20:32:43.295788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:43.295822] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:43.295848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:43.295904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:43.356506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:43.357395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:43.357496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:43.357536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:43.487909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:43.488089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:43.488143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:43.488184] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:43.492800] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-12T20:32:43.493093] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-12T20:32:43.493253] [INFO ] [sig       ] SSTK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:43.640637] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SSTK.txt
[2025-12-12T20:32:43.640814] [INFO ] [sig       ] [3029/3596] Completed SSTK in 0.4s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:43.640852] [INFO ] [sig       ] [3030/3596] Forecasting SSYS...
[2025-12-12T20:32:43.640881] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-12T20:32:43.640913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-12T20:32:43.652220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-12T20:32:43.652557] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-12T20:32:43.653345] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-12T20:32:43.653395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:43.653426] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:43.653452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:43.653507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:43.719428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:43.720337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:43.720417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:43.720449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:43.842507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:43.842684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:43.842724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:43.842752] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:43.846088] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-12-12T20:32:43.846366] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-12T20:32:43.846488] [INFO ] [sig       ] SSYS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:43.994649] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SSYS.txt
[2025-12-12T20:32:43.994808] [INFO ] [sig       ] [3030/3596] Completed SSYS in 0.4s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:43.994846] [INFO ] [sig       ] [3031/3596] Forecasting STAA...
[2025-12-12T20:32:43.994875] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-12T20:32:43.994906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-12T20:32:44.006354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-12T20:32:44.006731] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-12T20:32:44.007504] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-12T20:32:44.007563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:44.007629] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:44.007664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:44.007727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:44.070048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:44.070894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:44.070974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:44.071007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:44.192464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:44.192635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:44.192692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:44.192722] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:44.196255] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-12T20:32:44.196559] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-12T20:32:44.196714] [INFO ] [sig       ] STAA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:44.343544] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STAA.txt
[2025-12-12T20:32:44.343737] [INFO ] [sig       ] [3031/3596] Completed STAA in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:44.343776] [INFO ] [sig       ] [3032/3596] Forecasting STAG...
[2025-12-12T20:32:44.343805] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-12T20:32:44.343836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-12T20:32:44.355203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-12T20:32:44.355590] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-12T20:32:44.356395] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-12T20:32:44.356447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:44.356506] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:44.356535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:44.356608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:44.417926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:44.418845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:44.419121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:44.419154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:44.545405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:44.545559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:44.545619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:44.545648] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:44.549135] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-12T20:32:44.549407] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-12T20:32:44.549528] [INFO ] [sig       ] STAG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:44.698265] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STAG.txt
[2025-12-12T20:32:44.698423] [INFO ] [sig       ] [3032/3596] Completed STAG in 0.4s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:44.698461] [INFO ] [sig       ] [3033/3596] Forecasting STBA...
[2025-12-12T20:32:44.698490] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-12T20:32:44.698520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-12T20:32:44.710493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-12T20:32:44.710891] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-12T20:32:44.711725] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-12T20:32:44.711783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:44.711815] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:44.711841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:44.711896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:44.798534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:44.799790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:44.800006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:44.800062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:44.951111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:44.951272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:44.951314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:44.951342] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:44.955042] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-12T20:32:44.955384] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-12T20:32:44.955519] [INFO ] [sig       ] STBA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:45.104114] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STBA.txt
[2025-12-12T20:32:45.104274] [INFO ] [sig       ] [3033/3596] Completed STBA in 0.4s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:45.104323] [INFO ] [sig       ] [3034/3596] Forecasting STC...
[2025-12-12T20:32:45.104360] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-12T20:32:45.104392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-12T20:32:45.118706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-12T20:32:45.119207] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-12T20:32:45.123409] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-12T20:32:45.123544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:45.123599] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:45.123631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:45.123698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:45.182134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:45.183086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:45.183169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:45.183204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:45.300116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:45.300278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:45.300317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:45.300345] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:45.303850] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-12T20:32:45.304139] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-12T20:32:45.304268] [INFO ] [sig       ] STC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:45.446180] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STC.txt
[2025-12-12T20:32:45.446357] [INFO ] [sig       ] [3034/3596] Completed STC in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:45.446397] [INFO ] [sig       ] [3035/3596] Forecasting STE...
[2025-12-12T20:32:45.446427] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-12T20:32:45.446458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-12T20:32:45.460220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-12T20:32:45.460676] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-12T20:32:45.461745] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-12T20:32:45.461797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:45.461841] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:45.461868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:45.461923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:45.520719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:45.521634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:45.521720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:45.521752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:45.644194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:45.644353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:45.644391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:45.644459] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:45.648868] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-12T20:32:45.649199] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-12T20:32:45.649337] [INFO ] [sig       ] STE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:45.796666] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STE.txt
[2025-12-12T20:32:45.796854] [INFO ] [sig       ] [3035/3596] Completed STE in 0.4s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:45.796910] [INFO ] [sig       ] [3036/3596] Forecasting STEL...
[2025-12-12T20:32:45.796953] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-12T20:32:45.797003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-12T20:32:45.809614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-12T20:32:45.810094] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-12T20:32:45.810988] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-12T20:32:45.811045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:45.811078] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:45.811105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:45.811159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:45.871373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:45.872325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:45.872419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:45.872452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:45.996901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:45.997147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:45.997200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:45.997246] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:46.000920] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-12T20:32:46.001260] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-12T20:32:46.001395] [INFO ] [sig       ] STEL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:46.143928] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STEL.txt
[2025-12-12T20:32:46.144098] [INFO ] [sig       ] [3036/3596] Completed STEL in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:46.144136] [INFO ] [sig       ] [3037/3596] Forecasting STEM...
[2025-12-12T20:32:46.144166] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-12T20:32:46.144195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-12T20:32:46.155878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-12T20:32:46.156286] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-12T20:32:46.157144] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-12T20:32:46.157198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:46.157229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:46.157257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:46.157315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:46.216042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:46.216888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:46.216968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:46.217000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:46.336815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:46.336973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:46.337013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:46.337042] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:46.340752] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-12T20:32:46.341105] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-12T20:32:46.341237] [INFO ] [sig       ] STEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:46.487221] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STEM.txt
[2025-12-12T20:32:46.487388] [INFO ] [sig       ] [3037/3596] Completed STEM in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:46.487427] [INFO ] [sig       ] [3038/3596] Forecasting STEP...
[2025-12-12T20:32:46.487456] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-12T20:32:46.487489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-12T20:32:46.499728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-12T20:32:46.500178] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-12T20:32:46.501129] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-12T20:32:46.501191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:46.501224] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:46.501252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:46.501310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:46.559999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:46.560881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:46.560961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:46.560994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:46.675674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:46.675819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:46.675858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:46.675886] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:46.679137] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-12T20:32:46.679400] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-12T20:32:46.679519] [INFO ] [sig       ] STEP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:46.818145] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STEP.txt
[2025-12-12T20:32:46.818273] [INFO ] [sig       ] [3038/3596] Completed STEP in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-12T20:32:46.818310] [INFO ] [sig       ] [3039/3596] Forecasting STHO...
[2025-12-12T20:32:46.818366] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-12T20:32:46.818398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-12T20:32:46.829405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-12T20:32:46.829727] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-12T20:32:46.830532] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-12T20:32:46.830608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:46.830647] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:46.830675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:46.830736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:46.895743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:46.896513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:46.896611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:46.896647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:47.009734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:47.009893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:47.009933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:47.009961] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:47.013257] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-12-12T20:32:47.013527] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-12T20:32:47.013669] [INFO ] [sig       ] STHO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:47.153851] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STHO.txt
[2025-12-12T20:32:47.153996] [INFO ] [sig       ] [3039/3596] Completed STHO in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-12T20:32:47.154035] [INFO ] [sig       ] [3040/3596] Forecasting STI...
[2025-12-12T20:32:47.154064] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-12T20:32:47.154094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-12T20:32:47.166303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-12T20:32:47.166694] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-12T20:32:47.167453] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-12T20:32:47.167504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:47.167534] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:47.167560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:47.167635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:47.226438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:47.227234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:47.227314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:47.227347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:47.346863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:47.347002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:47.347040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:47.347069] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:47.350356] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-12-12T20:32:47.350641] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-12T20:32:47.350760] [INFO ] [sig       ] STI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:47.495622] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STI.txt
[2025-12-12T20:32:47.495782] [INFO ] [sig       ] [3040/3596] Completed STI in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-12T20:32:47.495822] [INFO ] [sig       ] [3041/3596] Forecasting STIM...
[2025-12-12T20:32:47.495852] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-12T20:32:47.495885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-12T20:32:47.509130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-12T20:32:47.509436] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-12T20:32:47.510294] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-12T20:32:47.510346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:47.510378] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:47.510405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:47.510461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:47.567786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:47.568389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:47.568462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:47.568494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:47.687114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:47.687257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:47.687295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:47.687322] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:47.690664] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-12T20:32:47.690948] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-12T20:32:47.691066] [INFO ] [sig       ] STIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:47.828397] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STIM.txt
[2025-12-12T20:32:47.828527] [INFO ] [sig       ] [3041/3596] Completed STIM in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-12T20:32:47.828563] [INFO ] [sig       ] [3042/3596] Forecasting STK...
[2025-12-12T20:32:47.828610] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-12T20:32:47.828641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-12T20:32:47.839779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-12T20:32:47.840113] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-12T20:32:47.840888] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-12T20:32:47.840938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:47.840968] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:47.840995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:47.841051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:47.898862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:47.899558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:47.899687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:47.899727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:48.019313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:48.019435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:48.019472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:48.019513] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:48.022707] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-12T20:32:48.022977] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-12T20:32:48.023095] [INFO ] [sig       ] STK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:48.160679] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STK.txt
[2025-12-12T20:32:48.160833] [INFO ] [sig       ] [3042/3596] Completed STK in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-12T20:32:48.160870] [INFO ] [sig       ] [3043/3596] Forecasting STKH...
[2025-12-12T20:32:48.160898] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-12T20:32:48.160928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-12T20:32:48.172445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-12T20:32:48.172755] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-12T20:32:48.173502] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-12T20:32:48.173552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:48.173608] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:48.173637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:48.173692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:48.231878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:48.232474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:48.232551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:48.232598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:48.338355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:48.338485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:48.338522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:48.338550] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:48.342052] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-12T20:32:48.342319] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-12T20:32:48.342443] [INFO ] [sig       ] STKH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:48.480847] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STKH.txt
[2025-12-12T20:32:48.480971] [INFO ] [sig       ] [3043/3596] Completed STKH in 0.3s | 2.86 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-12T20:32:48.481008] [INFO ] [sig       ] [3044/3596] Forecasting STKL...
[2025-12-12T20:32:48.481035] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-12T20:32:48.481065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-12T20:32:48.492229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-12T20:32:48.492501] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-12T20:32:48.493262] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-12T20:32:48.493312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:48.493341] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:48.493368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:48.493423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:48.551204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:48.551873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:48.551950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:48.551993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:48.675923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:48.676043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:48.676079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:48.676106] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:48.679425] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-12T20:32:48.679706] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-12T20:32:48.679823] [INFO ] [sig       ] STKL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:48.819585] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STKL.txt
[2025-12-12T20:32:48.819731] [INFO ] [sig       ] [3044/3596] Completed STKL in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:48.819770] [INFO ] [sig       ] [3045/3596] Forecasting STKS...
[2025-12-12T20:32:48.819800] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-12T20:32:48.819831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-12T20:32:48.832464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-12T20:32:48.832829] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-12T20:32:48.833627] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-12T20:32:48.833680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:48.833717] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:48.833745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:48.833803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:48.891731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:48.892327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:48.892402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:48.892432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:49.015536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:49.015705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:49.015743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:49.015772] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:49.019331] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=77.56%)
[2025-12-12T20:32:49.019618] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-12T20:32:49.019738] [INFO ] [sig       ] STKS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:49.159518] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STKS.txt
[2025-12-12T20:32:49.159705] [INFO ] [sig       ] [3045/3596] Completed STKS in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:49.159764] [INFO ] [sig       ] [3046/3596] Forecasting STLA...
[2025-12-12T20:32:49.159806] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-12T20:32:49.159866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-12T20:32:49.171635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-12T20:32:49.172070] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-12T20:32:49.172864] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-12T20:32:49.172916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:49.172947] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:49.173179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:49.173238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:49.231210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:49.232100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:49.232182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:49.232213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:49.349319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:49.349456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:49.349494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:49.349521] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:49.352972] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-12-12T20:32:49.353235] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-12T20:32:49.353351] [INFO ] [sig       ] STLA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:49.490537] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STLA.txt
[2025-12-12T20:32:49.490662] [INFO ] [sig       ] [3046/3596] Completed STLA in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:49.490701] [INFO ] [sig       ] [3047/3596] Forecasting STLD...
[2025-12-12T20:32:49.490735] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-12T20:32:49.490772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-12T20:32:49.501980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-12T20:32:49.502241] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-12T20:32:49.503009] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-12T20:32:49.503060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:49.503091] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:49.503118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:49.503172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:49.560242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:49.560884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:49.560958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:49.560989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:49.680411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:49.680550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:49.680605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:49.680635] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:49.683891] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-12T20:32:49.684156] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-12T20:32:49.684275] [INFO ] [sig       ] STLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:49.825038] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STLD.txt
[2025-12-12T20:32:49.825163] [INFO ] [sig       ] [3047/3596] Completed STLD in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:49.825199] [INFO ] [sig       ] [3048/3596] Forecasting STM...
[2025-12-12T20:32:49.825228] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-12T20:32:49.825268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-12T20:32:49.836309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-12T20:32:49.836587] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-12T20:32:49.837355] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-12T20:32:49.837406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:49.837437] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:49.837463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:49.837518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:49.894697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:49.895438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:49.895518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:49.895549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:50.015990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:50.016146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:50.016185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:50.016214] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:50.019487] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-12T20:32:50.019780] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-12T20:32:50.019918] [INFO ] [sig       ] STM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:50.158786] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STM.txt
[2025-12-12T20:32:50.159146] [INFO ] [sig       ] [3048/3596] Completed STM in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:50.159184] [INFO ] [sig       ] [3049/3596] Forecasting STN...
[2025-12-12T20:32:50.159212] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-12T20:32:50.159240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-12T20:32:50.171322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-12T20:32:50.171778] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-12T20:32:50.172878] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-12T20:32:50.172934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:50.172996] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:50.173027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:50.173102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:50.234794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:50.235675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:50.235765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:50.235796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:50.356523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:50.356695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:50.356734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:50.356763] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:50.360184] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-12T20:32:50.360506] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-12T20:32:50.360657] [INFO ] [sig       ] STN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:50.506379] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STN.txt
[2025-12-12T20:32:50.506538] [INFO ] [sig       ] [3049/3596] Completed STN in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:50.506601] [INFO ] [sig       ] [3050/3596] Forecasting STNE...
[2025-12-12T20:32:50.506634] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-12T20:32:50.506670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-12T20:32:50.518475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-12T20:32:50.518871] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-12T20:32:50.519670] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-12T20:32:50.519732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:50.519770] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:50.519801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:50.519897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:50.577705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:50.578548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:50.578654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:50.578687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:50.711079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:50.711241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:50.711284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:50.711312] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:50.715338] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=68.33%)
[2025-12-12T20:32:50.715765] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-12T20:32:50.715925] [INFO ] [sig       ] STNE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:50.869456] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STNE.txt
[2025-12-12T20:32:50.869644] [INFO ] [sig       ] [3050/3596] Completed STNE in 0.4s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:50.869685] [INFO ] [sig       ] [3051/3596] Forecasting STOK...
[2025-12-12T20:32:50.869719] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-12T20:32:50.869756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-12T20:32:50.881173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-12T20:32:50.881526] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-12T20:32:50.882289] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-12T20:32:50.882339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:50.882370] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:50.882396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:50.882451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:50.939515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:50.940427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:50.940532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:50.940566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:51.068285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:51.068444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:51.068485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:51.068513] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:51.072021] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=34.34%)
[2025-12-12T20:32:51.072358] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-12T20:32:51.072492] [INFO ] [sig       ] STOK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:51.218882] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STOK.txt
[2025-12-12T20:32:51.219047] [INFO ] [sig       ] [3051/3596] Completed STOK in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:51.219086] [INFO ] [sig       ] [3052/3596] Forecasting STRA...
[2025-12-12T20:32:51.219115] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-12T20:32:51.219147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-12T20:32:51.230660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-12T20:32:51.231055] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-12T20:32:51.231926] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-12T20:32:51.231980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:51.232012] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:51.232040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:51.232098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:51.293400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:51.294285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:51.294367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:51.294400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:51.419795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:51.419977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:51.420018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:51.420083] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:51.423734] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2025-12-12T20:32:51.424071] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-12T20:32:51.424206] [INFO ] [sig       ] STRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:51.575081] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STRA.txt
[2025-12-12T20:32:51.575238] [INFO ] [sig       ] [3052/3596] Completed STRA in 0.4s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:51.575276] [INFO ] [sig       ] [3053/3596] Forecasting STRL...
[2025-12-12T20:32:51.575306] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-12T20:32:51.575336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-12T20:32:51.586661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-12T20:32:51.587032] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-12T20:32:51.587820] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-12T20:32:51.587871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:51.587902] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:51.587928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:51.587982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:51.648981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:51.649924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:51.650009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:51.650041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:51.777723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:51.777878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:51.777917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:51.777946] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:51.784589] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-12-12T20:32:51.785003] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-12T20:32:51.785149] [INFO ] [sig       ] STRL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:51.935209] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STRL.txt
[2025-12-12T20:32:51.935367] [INFO ] [sig       ] [3053/3596] Completed STRL in 0.4s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:51.935405] [INFO ] [sig       ] [3054/3596] Forecasting STRS...
[2025-12-12T20:32:51.935434] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-12T20:32:51.935463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-12T20:32:51.945889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-12T20:32:51.946260] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-12T20:32:51.947065] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-12T20:32:51.947116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:51.947147] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:51.947173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:51.947229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:52.009314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:52.010232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:52.010312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:52.010345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:52.107376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:52.107521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:52.107560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:52.107608] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:52.110928] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2025-12-12T20:32:52.111211] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-12T20:32:52.111335] [INFO ] [sig       ] STRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:52.258789] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STRS.txt
[2025-12-12T20:32:52.258948] [INFO ] [sig       ] [3054/3596] Completed STRS in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:52.258986] [INFO ] [sig       ] [3055/3596] Forecasting STSS...
[2025-12-12T20:32:52.259014] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-12T20:32:52.259046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-12T20:32:52.270832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-12T20:32:52.271304] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-12T20:32:52.272309] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-12T20:32:52.272359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:52.272389] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:52.272414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:52.272468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:52.331745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:52.332523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:52.332624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:52.332657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:52.452643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:52.452801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:52.452846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:52.452882] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:52.456186] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-12-12T20:32:52.456448] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-12T20:32:52.456567] [INFO ] [sig       ] STSS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:52.601248] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STSS.txt
[2025-12-12T20:32:52.601412] [INFO ] [sig       ] [3055/3596] Completed STSS in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-12T20:32:52.601451] [INFO ] [sig       ] [3056/3596] Forecasting STTK...
[2025-12-12T20:32:52.601480] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-12T20:32:52.601518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-12T20:32:52.616134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-12T20:32:52.616605] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-12T20:32:52.617565] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-12T20:32:52.617645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:52.617684] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:52.617715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:52.617786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:52.677406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:52.678308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:52.678416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:52.678450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:52.814480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:52.814648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:52.814691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:52.814721] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:52.818569] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=62.89%)
[2025-12-12T20:32:52.818904] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-12T20:32:52.819033] [INFO ] [sig       ] STTK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:52.961338] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STTK.txt
[2025-12-12T20:32:52.961488] [INFO ] [sig       ] [3056/3596] Completed STTK in 0.4s | 2.86 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-12T20:32:52.961530] [INFO ] [sig       ] [3057/3596] Forecasting STVN...
[2025-12-12T20:32:52.961560] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-12T20:32:52.961614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-12T20:32:52.976446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-12T20:32:52.976945] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-12T20:32:52.978106] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-12T20:32:52.978176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:52.978230] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:52.978277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:52.978389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:53.046849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:53.047740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:53.047833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:53.047864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:53.164863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:53.165011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:53.165051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:53.165081] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:53.168637] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-12T20:32:53.168929] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-12T20:32:53.169051] [INFO ] [sig       ] STVN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:53.310456] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STVN.txt
[2025-12-12T20:32:53.310599] [INFO ] [sig       ] [3057/3596] Completed STVN in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-12T20:32:53.310640] [INFO ] [sig       ] [3058/3596] Forecasting STWD...
[2025-12-12T20:32:53.310669] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-12T20:32:53.310698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-12T20:32:53.323520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-12T20:32:53.323912] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-12T20:32:53.324759] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-12T20:32:53.324813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:53.324846] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:53.324873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:53.324929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:53.385231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:53.386130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:53.386213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:53.386245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:53.509034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:53.509188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:53.509226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:53.509254] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:53.512755] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=56.75%)
[2025-12-12T20:32:53.513031] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-12T20:32:53.513152] [INFO ] [sig       ] STWD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:53.653359] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STWD.txt
[2025-12-12T20:32:53.653488] [INFO ] [sig       ] [3058/3596] Completed STWD in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-12T20:32:53.653527] [INFO ] [sig       ] [3059/3596] Forecasting STX...
[2025-12-12T20:32:53.653556] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-12T20:32:53.653608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-12T20:32:53.665813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-12T20:32:53.666141] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-12T20:32:53.666958] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-12T20:32:53.667022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:53.667056] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:53.667084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:53.667140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:53.726785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:53.727819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:53.727959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:53.727995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:53.852664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:53.852824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:53.852871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:53.852904] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:53.856213] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-12T20:32:53.856488] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-12T20:32:53.856626] [INFO ] [sig       ] STX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:54.001233] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/STX.txt
[2025-12-12T20:32:54.001408] [INFO ] [sig       ] [3059/3596] Completed STX in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-12T20:32:54.001454] [INFO ] [sig       ] [3060/3596] Forecasting STXE...
[2025-12-12T20:32:54.001484] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-12T20:32:54.001516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-12T20:32:54.013526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-12T20:32:54.013857] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-12T20:32:54.014635] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-12T20:32:54.014686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:54.014717] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:54.014743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:54.014798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:54.073849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:54.074513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:54.074606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:54.074640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:54.186402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:54.186556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:54.186610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:54.186639] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:54.189987] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-12T20:32:54.190262] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-12T20:32:54.190383] [INFO ] [sig       ] STXE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:54.329641] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STXE.txt
[2025-12-12T20:32:54.329808] [INFO ] [sig       ] [3060/3596] Completed STXE in 0.3s | 2.86 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-12T20:32:54.329874] [INFO ] [sig       ] [3061/3596] Forecasting STXG...
[2025-12-12T20:32:54.329912] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-12T20:32:54.329950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-12T20:32:54.342137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-12T20:32:54.342537] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-12T20:32:54.343405] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-12T20:32:54.343458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:54.343494] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:54.343532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:54.343608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:54.407592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:54.408597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:54.408682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:54.408715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:54.536218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:54.536383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:54.536427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:54.536455] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:54.540044] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-12-12T20:32:54.540354] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-12T20:32:54.540490] [INFO ] [sig       ] STXG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:54.699276] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/STXG.txt
[2025-12-12T20:32:54.699444] [INFO ] [sig       ] [3061/3596] Completed STXG in 0.4s | 2.86 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-12T20:32:54.699482] [INFO ] [sig       ] [3062/3596] Forecasting SUI...
[2025-12-12T20:32:54.699511] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-12T20:32:54.699540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-12T20:32:54.712537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-12T20:32:54.712956] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-12T20:32:54.713827] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-12T20:32:54.713881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:54.713913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:54.713939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:54.713994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:54.775847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:54.776942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:54.777024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:54.777058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:54.897452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:54.897626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:54.897667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:54.897695] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:54.901141] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-12T20:32:54.901449] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-12T20:32:54.901599] [INFO ] [sig       ] SUI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:55.049651] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SUI.txt
[2025-12-12T20:32:55.049905] [INFO ] [sig       ] [3062/3596] Completed SUI in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:55.049964] [INFO ] [sig       ] [3063/3596] Forecasting SUN...
[2025-12-12T20:32:55.049997] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-12T20:32:55.050028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-12T20:32:55.061950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-12T20:32:55.062310] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-12T20:32:55.063113] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-12T20:32:55.063163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:55.063194] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:55.063220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:55.063276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:55.121507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:55.122373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:55.122460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:55.122491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:55.255185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:55.255344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:55.255384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:55.255412] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:55.260150] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=57.72%)
[2025-12-12T20:32:55.260501] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-12T20:32:55.260681] [INFO ] [sig       ] SUN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:55.429707] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SUN.txt
[2025-12-12T20:32:55.429891] [INFO ] [sig       ] [3063/3596] Completed SUN in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:55.429932] [INFO ] [sig       ] [3064/3596] Forecasting SUNS...
[2025-12-12T20:32:55.429961] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-12T20:32:55.429993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-12T20:32:55.442683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-12T20:32:55.443033] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-12T20:32:55.443814] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-12T20:32:55.443865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:55.443895] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:55.443921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:55.443980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:55.501591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:55.502424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:55.502505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:55.502537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:55.619652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:55.619798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:55.619838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:55.619899] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:55.623222] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-12T20:32:55.623503] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-12T20:32:55.623640] [INFO ] [sig       ] SUNS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:55.773657] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SUNS.txt
[2025-12-12T20:32:55.773819] [INFO ] [sig       ] [3064/3596] Completed SUNS in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:55.773857] [INFO ] [sig       ] [3065/3596] Forecasting SUPN...
[2025-12-12T20:32:55.773887] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-12T20:32:55.773917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-12T20:32:55.786324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-12T20:32:55.786724] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-12T20:32:55.787765] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-12T20:32:55.787829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:55.787873] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:55.787909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:55.787979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:55.848333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:55.849160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:55.849241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:55.849275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:55.985433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:55.985616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:55.985661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:55.985691] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:55.989261] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-12T20:32:55.989536] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-12T20:32:55.989676] [INFO ] [sig       ] SUPN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:56.136801] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SUPN.txt
[2025-12-12T20:32:56.136955] [INFO ] [sig       ] [3065/3596] Completed SUPN in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:56.136997] [INFO ] [sig       ] [3066/3596] Forecasting SURG...
[2025-12-12T20:32:56.137026] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-12T20:32:56.137057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-12T20:32:56.152963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-12T20:32:56.153496] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-12T20:32:56.154678] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-12T20:32:56.154749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:56.154840] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:56.154889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:56.154979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:56.214895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:56.215854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:56.215968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:56.216011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:56.346667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:56.346838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:56.346928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:56.346963] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:56.350756] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-12T20:32:56.351124] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-12T20:32:56.351278] [INFO ] [sig       ] SURG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:56.516642] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SURG.txt
[2025-12-12T20:32:56.516802] [INFO ] [sig       ] [3066/3596] Completed SURG in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:56.516855] [INFO ] [sig       ] [3067/3596] Forecasting SUSB...
[2025-12-12T20:32:56.516903] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-12T20:32:56.516943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-12T20:32:56.529395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-12T20:32:56.529733] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-12T20:32:56.530554] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-12T20:32:56.530633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:56.530668] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:56.530696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:56.530753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:56.588563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:56.589487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:56.589566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:56.589618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:56.710640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:56.710793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:56.710832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:56.710860] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:56.714705] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-12T20:32:56.714980] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-12T20:32:56.715288] [INFO ] [sig       ] SUSB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:56.858902] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SUSB.txt
[2025-12-12T20:32:56.859066] [INFO ] [sig       ] [3067/3596] Completed SUSB in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:56.859105] [INFO ] [sig       ] [3068/3596] Forecasting SUSC...
[2025-12-12T20:32:56.859135] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-12T20:32:56.859165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-12T20:32:56.870698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-12T20:32:56.871010] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-12T20:32:56.871969] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-12T20:32:56.872020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:56.872052] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:56.872078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:56.872133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:56.929216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:56.929978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:56.930071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:56.930103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:57.052418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:57.052596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:57.052636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:57.052664] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:57.055974] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-12-12T20:32:57.056257] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-12T20:32:57.056374] [INFO ] [sig       ] SUSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:57.196375] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SUSC.txt
[2025-12-12T20:32:57.196530] [INFO ] [sig       ] [3068/3596] Completed SUSC in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:57.196568] [INFO ] [sig       ] [3069/3596] Forecasting SUSL...
[2025-12-12T20:32:57.196617] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-12T20:32:57.196648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-12T20:32:57.209498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-12T20:32:57.209830] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-12T20:32:57.210640] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-12T20:32:57.210691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:57.210722] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:57.210749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:57.210804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:57.271129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:57.271975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:57.272065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:57.272099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:57.398448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:57.398622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:57.398664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:57.398732] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:57.402606] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=22.46%)
[2025-12-12T20:32:57.402997] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-12T20:32:57.403172] [INFO ] [sig       ] SUSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:57.557738] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SUSL.txt
[2025-12-12T20:32:57.557888] [INFO ] [sig       ] [3069/3596] Completed SUSL in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:57.557926] [INFO ] [sig       ] [3070/3596] Forecasting SUUN...
[2025-12-12T20:32:57.557956] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-12T20:32:57.557986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-12T20:32:57.570331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-12T20:32:57.570699] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-12T20:32:57.571685] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-12T20:32:57.571737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:57.571781] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:57.571808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:57.571884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:57.632096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:57.632802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:57.632880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:57.632914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:57.757759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:57.757914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:57.757962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:57.757991] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:57.762099] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-12T20:32:57.762604] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-12T20:32:57.762735] [INFO ] [sig       ] SUUN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:57.912993] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SUUN.txt
[2025-12-12T20:32:57.913139] [INFO ] [sig       ] [3070/3596] Completed SUUN in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:57.913178] [INFO ] [sig       ] [3071/3596] Forecasting SUZ...
[2025-12-12T20:32:57.913208] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-12T20:32:57.913238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-12T20:32:57.924957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-12T20:32:57.925266] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-12T20:32:57.926041] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-12T20:32:57.926094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:57.926126] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:57.926153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:57.926208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:57.984354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:57.985355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:57.985439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:57.985471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:58.107864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:58.108030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:58.108076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:58.108106] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:58.111842] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2025-12-12T20:32:58.112176] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-12T20:32:58.112464] [INFO ] [sig       ] SUZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:58.252067] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SUZ.txt
[2025-12-12T20:32:58.252238] [INFO ] [sig       ] [3071/3596] Completed SUZ in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:58.252277] [INFO ] [sig       ] [3072/3596] Forecasting SVC...
[2025-12-12T20:32:58.252306] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-12T20:32:58.252337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-12T20:32:58.265077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-12T20:32:58.265488] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-12T20:32:58.266272] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-12T20:32:58.266324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:58.266354] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:58.266380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:58.266434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:58.324406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:58.325318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:58.325400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:58.325430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:58.444399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:58.444559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:58.444618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:58.444646] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:58.447966] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-12T20:32:58.448254] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-12T20:32:58.448377] [INFO ] [sig       ] SVC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:58.595052] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SVC.txt
[2025-12-12T20:32:58.595215] [INFO ] [sig       ] [3072/3596] Completed SVC in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-12T20:32:58.595263] [INFO ] [sig       ] [3073/3596] Forecasting SVCO...
[2025-12-12T20:32:58.595296] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-12T20:32:58.595327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-12T20:32:58.607444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-12T20:32:58.607899] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-12T20:32:58.608765] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-12T20:32:58.608818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:58.608852] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:58.608885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:58.608954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:58.667085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:58.667982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:58.668066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:58.668098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:58.787252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:58.787413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:58.787454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:58.787484] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:58.790905] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-12T20:32:58.791189] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-12T20:32:58.791316] [INFO ] [sig       ] SVCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:58.932058] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SVCO.txt
[2025-12-12T20:32:58.932219] [INFO ] [sig       ] [3073/3596] Completed SVCO in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-12T20:32:58.932267] [INFO ] [sig       ] [3074/3596] Forecasting SVRA...
[2025-12-12T20:32:58.932298] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-12T20:32:58.932328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-12T20:32:58.944537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-12T20:32:58.944879] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-12T20:32:58.945680] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-12T20:32:58.945731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:58.945762] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:58.945787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:58.945842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:59.009484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:59.010428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:59.010516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:59.010548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:59.136208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:59.136382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:59.136427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:59.136455] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:59.140198] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-12T20:32:59.140499] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-12T20:32:59.140649] [INFO ] [sig       ] SVRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:32:59.287320] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SVRA.txt
[2025-12-12T20:32:59.287482] [INFO ] [sig       ] [3074/3596] Completed SVRA in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-12T20:32:59.287520] [INFO ] [sig       ] [3075/3596] Forecasting SWBI...
[2025-12-12T20:32:59.287550] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-12T20:32:59.287604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-12T20:32:59.299450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-12T20:32:59.299829] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-12T20:32:59.300632] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-12T20:32:59.300683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:59.300714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:59.300739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:59.300794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:59.356664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:59.357430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:59.357506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:59.357538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:59.479469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:59.479640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:59.479680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:59.479708] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:59.483469] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-12-12T20:32:59.483791] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-12T20:32:59.483938] [INFO ] [sig       ] SWBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:59.633271] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SWBI.txt
[2025-12-12T20:32:59.633449] [INFO ] [sig       ] [3075/3596] Completed SWBI in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-12T20:32:59.633495] [INFO ] [sig       ] [3076/3596] Forecasting SWIM...
[2025-12-12T20:32:59.633525] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-12T20:32:59.633556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-12T20:32:59.645635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-12T20:32:59.646011] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-12T20:32:59.646865] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-12T20:32:59.646917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:59.646948] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:59.646975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:59.647030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:32:59.705362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:32:59.706134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:32:59.706242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:32:59.706276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:32:59.828766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:32:59.828916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:32:59.828956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:32:59.828984] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:32:59.832413] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-12T20:32:59.832739] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-12T20:32:59.832867] [INFO ] [sig       ] SWIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:32:59.975632] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SWIM.txt
[2025-12-12T20:32:59.975797] [INFO ] [sig       ] [3076/3596] Completed SWIM in 0.3s | 2.86 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-12T20:32:59.975835] [INFO ] [sig       ] [3077/3596] Forecasting SWK...
[2025-12-12T20:32:59.975864] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-12T20:32:59.975895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-12T20:32:59.987941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-12T20:32:59.988323] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-12T20:32:59.989140] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-12T20:32:59.989193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:32:59.989225] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:32:59.989250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:32:59.989310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:00.050414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:00.051339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:00.051425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:00.051458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:00.210159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:00.210299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:00.210358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:00.210418] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:00.215691] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-12T20:33:00.216127] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-12T20:33:00.216309] [INFO ] [sig       ] SWK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:00.367412] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SWK.txt
[2025-12-12T20:33:00.367586] [INFO ] [sig       ] [3077/3596] Completed SWK in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-12T20:33:00.367629] [INFO ] [sig       ] [3078/3596] Forecasting SWKS...
[2025-12-12T20:33:00.367658] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-12T20:33:00.367689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-12T20:33:00.379710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-12T20:33:00.380078] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-12T20:33:00.380961] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-12T20:33:00.381027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:00.381067] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:00.381099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:00.381156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:00.442155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:00.442980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:00.443062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:00.443095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:00.574718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:00.574870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:00.574910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:00.574937] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:00.578398] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-12T20:33:00.578698] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-12T20:33:00.578821] [INFO ] [sig       ] SWKS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:00.719283] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SWKS.txt
[2025-12-12T20:33:00.719414] [INFO ] [sig       ] [3078/3596] Completed SWKS in 0.4s | 2.86 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-12T20:33:00.719452] [INFO ] [sig       ] [3079/3596] Forecasting SWX...
[2025-12-12T20:33:00.719480] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-12T20:33:00.719510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-12T20:33:00.730792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-12T20:33:00.731110] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-12T20:33:00.731908] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-12T20:33:00.731961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:00.731994] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:00.732022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:00.732083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:00.791924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:00.792690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:00.792786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:00.792820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:00.908984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:00.909120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:00.909158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:00.909186] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:00.912864] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=24.65%)
[2025-12-12T20:33:00.913140] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-12T20:33:00.913258] [INFO ] [sig       ] SWX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:01.055135] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SWX.txt
[2025-12-12T20:33:01.055302] [INFO ] [sig       ] [3079/3596] Completed SWX in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:01.055341] [INFO ] [sig       ] [3080/3596] Forecasting SWZ...
[2025-12-12T20:33:01.055371] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-12T20:33:01.055401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-12T20:33:01.065920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-12T20:33:01.066233] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-12T20:33:01.067018] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-12T20:33:01.067069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:01.067101] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:01.067127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:01.067182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:01.126182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:01.127036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:01.127117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:01.127148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:01.236776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:01.236930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:01.236969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:01.236998] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:01.240462] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-12-12T20:33:01.240762] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-12T20:33:01.240887] [INFO ] [sig       ] SWZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:01.382072] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SWZ.txt
[2025-12-12T20:33:01.382203] [INFO ] [sig       ] [3080/3596] Completed SWZ in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:01.382242] [INFO ] [sig       ] [3081/3596] Forecasting SXC...
[2025-12-12T20:33:01.382270] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-12T20:33:01.382301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-12T20:33:01.393294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-12T20:33:01.393789] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-12T20:33:01.394529] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-12T20:33:01.394600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:01.394633] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:01.394670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:01.394727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:01.453676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:01.454320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:01.454397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:01.454429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:01.580649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:01.580808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:01.580848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:01.580876] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:01.584358] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-12T20:33:01.584664] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-12T20:33:01.584790] [INFO ] [sig       ] SXC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:01.731497] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SXC.txt
[2025-12-12T20:33:01.731683] [INFO ] [sig       ] [3081/3596] Completed SXC in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:01.731725] [INFO ] [sig       ] [3082/3596] Forecasting SXI...
[2025-12-12T20:33:01.731755] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-12T20:33:01.731786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-12T20:33:01.743693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-12T20:33:01.743990] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-12T20:33:01.744751] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-12T20:33:01.744801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:01.744833] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:01.744859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:01.744914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:01.805978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:01.806734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:01.806814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:01.806847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:01.927407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:01.927556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:01.927613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:01.927644] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:01.931222] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-12T20:33:01.931701] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-12T20:33:01.931824] [INFO ] [sig       ] SXI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:02.073887] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SXI.txt
[2025-12-12T20:33:02.074039] [INFO ] [sig       ] [3082/3596] Completed SXI in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:02.074085] [INFO ] [sig       ] [3083/3596] Forecasting SXTC...
[2025-12-12T20:33:02.074119] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-12T20:33:02.074153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-12T20:33:02.086733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-12T20:33:02.087106] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-12T20:33:02.087922] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-12T20:33:02.087974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:02.088032] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:02.088060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:02.088116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:02.147319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:02.148098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:02.148175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:02.148209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:02.269495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:02.269667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:02.269709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:02.269737] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:02.273614] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-12T20:33:02.273899] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-12T20:33:02.274025] [INFO ] [sig       ] SXTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:02.410265] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SXTC.txt
[2025-12-12T20:33:02.410395] [INFO ] [sig       ] [3083/3596] Completed SXTC in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:02.410433] [INFO ] [sig       ] [3084/3596] Forecasting SY...
[2025-12-12T20:33:02.410463] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-12T20:33:02.410493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-12T20:33:02.422040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-12T20:33:02.422352] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-12T20:33:02.423185] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-12T20:33:02.423239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:02.423272] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:02.423299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:02.423505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:02.483846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:02.484496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:02.484590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:02.484626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:02.602763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:02.602915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:02.602955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:02.602985] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:02.607161] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2025-12-12T20:33:02.607492] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-12T20:33:02.607658] [INFO ] [sig       ] SY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:02.750539] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SY.txt
[2025-12-12T20:33:02.750713] [INFO ] [sig       ] [3084/3596] Completed SY in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:02.750753] [INFO ] [sig       ] [3085/3596] Forecasting SYF...
[2025-12-12T20:33:02.750784] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-12T20:33:02.750853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-12T20:33:02.762741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-12T20:33:02.763120] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-12T20:33:02.764004] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-12T20:33:02.764061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:02.764092] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:02.764119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:02.764174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:02.824233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:02.825173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:02.825274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:02.825321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:02.950796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:02.950958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:02.951004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:02.951037] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:02.954628] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-12-12T20:33:02.954969] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-12T20:33:02.955105] [INFO ] [sig       ] SYF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:03.128218] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SYF.txt
[2025-12-12T20:33:03.128378] [INFO ] [sig       ] [3085/3596] Completed SYF in 0.4s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:03.128418] [INFO ] [sig       ] [3086/3596] Forecasting SYK...
[2025-12-12T20:33:03.128447] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-12T20:33:03.128481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-12T20:33:03.140204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-12T20:33:03.140595] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-12T20:33:03.141362] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-12T20:33:03.141413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:03.141444] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:03.141469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:03.141524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:03.199509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:03.200389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:03.200471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:03.200503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:03.322735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:03.322889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:03.322926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:03.322955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:03.326363] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2025-12-12T20:33:03.326665] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-12T20:33:03.326786] [INFO ] [sig       ] SYK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:03.469119] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SYK.txt
[2025-12-12T20:33:03.469262] [INFO ] [sig       ] [3086/3596] Completed SYK in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:03.469302] [INFO ] [sig       ] [3087/3596] Forecasting SYM...
[2025-12-12T20:33:03.469332] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-12T20:33:03.469362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-12T20:33:03.482444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-12T20:33:03.482777] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-12T20:33:03.483524] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-12T20:33:03.483592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:03.483625] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:03.483652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:03.483711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:03.541689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:03.542599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:03.542674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:03.542705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:03.667030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:03.667181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:03.667219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:03.667248] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:03.670555] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-12T20:33:03.670839] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-12T20:33:03.670960] [INFO ] [sig       ] SYM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:03.817110] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SYM.txt
[2025-12-12T20:33:03.817251] [INFO ] [sig       ] [3087/3596] Completed SYM in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:03.817289] [INFO ] [sig       ] [3088/3596] Forecasting SYNA...
[2025-12-12T20:33:03.817318] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-12T20:33:03.817348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-12T20:33:03.829634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-12T20:33:03.830017] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-12T20:33:03.830918] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-12T20:33:03.830972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:03.831006] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:03.831035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:03.831104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:03.893810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:03.894567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:03.894666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:03.894700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:04.022647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:04.022795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:04.022834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:04.022863] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:04.026542] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-12-12T20:33:04.026902] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-12T20:33:04.027028] [INFO ] [sig       ] SYNA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:04.178182] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SYNA.txt
[2025-12-12T20:33:04.178381] [INFO ] [sig       ] [3088/3596] Completed SYNA in 0.4s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:04.178434] [INFO ] [sig       ] [3089/3596] Forecasting SYRE...
[2025-12-12T20:33:04.178475] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-12T20:33:04.178516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-12T20:33:04.190618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-12T20:33:04.190930] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-12T20:33:04.191751] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-12T20:33:04.191804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:04.191836] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:04.191863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:04.191932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:04.260693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:04.261542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:04.261640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:04.261676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:04.399122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:04.399272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:04.399311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:04.399340] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:04.402820] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-12-12T20:33:04.403103] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-12T20:33:04.403232] [INFO ] [sig       ] SYRE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:04.548820] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/SYRE.txt
[2025-12-12T20:33:04.548970] [INFO ] [sig       ] [3089/3596] Completed SYRE in 0.4s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:04.549011] [INFO ] [sig       ] [3090/3596] Forecasting SYY...
[2025-12-12T20:33:04.549039] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-12T20:33:04.549068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-12T20:33:04.561157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-12T20:33:04.561586] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-12T20:33:04.562413] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-12T20:33:04.562467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:04.562499] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:04.562526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:04.562603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:04.626091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:04.626962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:04.627049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:04.627083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:04.754286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:04.754458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:04.754501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:04.754543] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:04.758321] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-12-12T20:33:04.758669] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-12T20:33:04.758802] [INFO ] [sig       ] SYY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:04.913797] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/SYY.txt
[2025-12-12T20:33:04.913997] [INFO ] [sig       ] [3090/3596] Completed SYY in 0.4s | 2.86 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-12T20:33:04.914056] [INFO ] [sig       ] [3091/3596] Forecasting TAC...
[2025-12-12T20:33:04.914089] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-12T20:33:04.914121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-12T20:33:04.926846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-12T20:33:04.927239] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-12T20:33:04.928093] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-12T20:33:04.928158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:04.928197] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:04.928229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:04.928288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:04.992976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:04.994014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:04.994138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:04.994201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:05.123110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:05.123249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:05.123287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:05.123315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:05.126723] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-12T20:33:05.127007] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-12T20:33:05.127134] [INFO ] [sig       ] TAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:05.275704] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TAC.txt
[2025-12-12T20:33:05.275843] [INFO ] [sig       ] [3091/3596] Completed TAC in 0.4s | 2.86 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-12T20:33:05.275883] [INFO ] [sig       ] [3092/3596] Forecasting TAK...
[2025-12-12T20:33:05.275915] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-12T20:33:05.275946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-12T20:33:05.287464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-12T20:33:05.287772] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-12T20:33:05.288617] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-12T20:33:05.288670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:05.288700] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:05.288726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:05.288782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:05.344687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:05.345370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:05.345446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:05.345476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:05.461807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:05.461960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:05.461998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:05.462026] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:05.465345] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-12T20:33:05.465641] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-12T20:33:05.465762] [INFO ] [sig       ] TAK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:05.604404] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TAK.txt
[2025-12-12T20:33:05.604542] [INFO ] [sig       ] [3092/3596] Completed TAK in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-12T20:33:05.604598] [INFO ] [sig       ] [3093/3596] Forecasting TAL...
[2025-12-12T20:33:05.604629] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-12T20:33:05.604659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-12T20:33:05.619060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-12T20:33:05.619906] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-12T20:33:05.620924] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-12T20:33:05.620982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:05.621027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:05.621139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:05.621211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:05.684642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:05.685814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:05.685967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:05.686002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:05.810863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:05.811096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:05.811141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:05.811171] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:05.815369] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-12T20:33:05.815806] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-12T20:33:05.815964] [INFO ] [sig       ] TAL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:05.968198] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TAL.txt
[2025-12-12T20:33:05.968437] [INFO ] [sig       ] [3093/3596] Completed TAL in 0.4s | 2.86 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-12T20:33:05.968483] [INFO ] [sig       ] [3094/3596] Forecasting TALK...
[2025-12-12T20:33:05.968517] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-12T20:33:05.968550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-12T20:33:05.981598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-12T20:33:05.982016] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-12T20:33:05.982851] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-12T20:33:05.982905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:05.982950] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:05.982976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:05.983033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:06.039349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:06.040064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:06.040150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:06.040182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:06.158749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:06.158910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:06.158948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:06.158976] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:06.162371] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-12T20:33:06.162665] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-12T20:33:06.162788] [INFO ] [sig       ] TALK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:06.300848] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TALK.txt
[2025-12-12T20:33:06.300994] [INFO ] [sig       ] [3094/3596] Completed TALK in 0.3s | 2.86 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-12T20:33:06.301034] [INFO ] [sig       ] [3095/3596] Forecasting TALO...
[2025-12-12T20:33:06.301066] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-12T20:33:06.301098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-12T20:33:06.318088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-12T20:33:06.318442] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-12T20:33:06.319288] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-12T20:33:06.319349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:06.319397] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:06.319440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:06.319504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:06.383068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:06.383845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:06.383928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:06.383963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:06.515026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:06.515395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:06.515437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:06.515465] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:06.519105] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-12T20:33:06.519382] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-12T20:33:06.519507] [INFO ] [sig       ] TALO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:06.667166] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TALO.txt
[2025-12-12T20:33:06.667518] [INFO ] [sig       ] [3095/3596] Completed TALO in 0.4s | 2.86 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-12T20:33:06.667564] [INFO ] [sig       ] [3096/3596] Forecasting TAOP...
[2025-12-12T20:33:06.667616] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-12T20:33:06.667649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-12T20:33:06.679336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-12T20:33:06.679698] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-12T20:33:06.683429] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-12T20:33:06.683483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:06.683516] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:06.683543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:06.683615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:06.744814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:06.745726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:06.745823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:06.745867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:06.866458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:06.866645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:06.866690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:06.866719] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:06.870313] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-12T20:33:06.870626] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-12T20:33:06.870779] [INFO ] [sig       ] TAOP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:07.017155] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TAOP.txt
[2025-12-12T20:33:07.017391] [INFO ] [sig       ] [3096/3596] Completed TAOP in 0.3s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:07.017455] [INFO ] [sig       ] [3097/3596] Forecasting TAP...
[2025-12-12T20:33:07.017497] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-12T20:33:07.017544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-12T20:33:07.031917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-12T20:33:07.032291] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-12T20:33:07.033229] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-12T20:33:07.033285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:07.033331] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:07.033375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:07.033460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:07.097225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:07.098059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:07.098144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:07.098179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:07.223172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:07.223337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:07.223376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:07.223403] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:07.227208] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-12-12T20:33:07.227501] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-12T20:33:07.227649] [INFO ] [sig       ] TAP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:07.374919] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TAP.txt
[2025-12-12T20:33:07.375079] [INFO ] [sig       ] [3097/3596] Completed TAP in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:07.375125] [INFO ] [sig       ] [3098/3596] Forecasting TARA...
[2025-12-12T20:33:07.375155] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-12T20:33:07.375186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-12T20:33:07.386788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-12T20:33:07.387174] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-12T20:33:07.387990] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-12T20:33:07.388053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:07.388102] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:07.388147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:07.388218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:07.450371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:07.451151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:07.451251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:07.451289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:07.582072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:07.582272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:07.582322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:07.582350] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:07.586802] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-12-12T20:33:07.587105] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-12T20:33:07.587231] [INFO ] [sig       ] TARA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:07.741292] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TARA.txt
[2025-12-12T20:33:07.741466] [INFO ] [sig       ] [3098/3596] Completed TARA in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:07.741509] [INFO ] [sig       ] [3099/3596] Forecasting TARK...
[2025-12-12T20:33:07.741541] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-12T20:33:07.741587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-12T20:33:07.754092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-12T20:33:07.754682] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-12T20:33:07.755790] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-12T20:33:07.755844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:07.755876] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:07.755904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:07.755959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:07.819471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:07.820364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:07.820451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:07.820484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:07.947498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:07.947675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:07.947717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:07.947745] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:07.951764] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-12T20:33:07.952092] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-12T20:33:07.952245] [INFO ] [sig       ] TARK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:08.103526] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TARK.txt
[2025-12-12T20:33:08.103700] [INFO ] [sig       ] [3099/3596] Completed TARK in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:08.103743] [INFO ] [sig       ] [3100/3596] Forecasting TARS...
[2025-12-12T20:33:08.103772] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-12T20:33:08.103802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-12T20:33:08.116029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-12T20:33:08.116375] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-12T20:33:08.117194] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-12T20:33:08.117246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:08.117305] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:08.117333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:08.117402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:08.180405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:08.181269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:08.181358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:08.181392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:08.318465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:08.318656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:08.318715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:08.318748] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:08.322407] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-12-12T20:33:08.322754] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-12T20:33:08.322900] [INFO ] [sig       ] TARS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:08.472212] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TARS.txt
[2025-12-12T20:33:08.472379] [INFO ] [sig       ] [3100/3596] Completed TARS in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:08.472420] [INFO ] [sig       ] [3101/3596] Forecasting TASK...
[2025-12-12T20:33:08.472451] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-12T20:33:08.472481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-12T20:33:08.484809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-12T20:33:08.485151] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-12T20:33:08.485947] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-12T20:33:08.486007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:08.486042] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:08.486069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:08.486132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:08.550201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:08.551110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:08.551210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:08.551249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:08.684279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:08.684437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:08.684496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:08.684526] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:08.687958] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-12-12T20:33:08.688245] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-12T20:33:08.688549] [INFO ] [sig       ] TASK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:08.832965] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TASK.txt
[2025-12-12T20:33:08.833129] [INFO ] [sig       ] [3101/3596] Completed TASK in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:08.833176] [INFO ] [sig       ] [3102/3596] Forecasting TAYD...
[2025-12-12T20:33:08.833208] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-12T20:33:08.833238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-12T20:33:08.846744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-12T20:33:08.847222] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-12T20:33:08.848097] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-12T20:33:08.848154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:08.848189] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:08.848216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:08.848273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:08.911233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:08.912178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:08.912285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:08.912319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:09.040935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:09.041099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:09.041140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:09.041168] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:09.044627] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-12T20:33:09.045106] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-12T20:33:09.045236] [INFO ] [sig       ] TAYD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:09.197484] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TAYD.txt
[2025-12-12T20:33:09.197659] [INFO ] [sig       ] [3102/3596] Completed TAYD in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:09.197701] [INFO ] [sig       ] [3103/3596] Forecasting TBB...
[2025-12-12T20:33:09.197732] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-12T20:33:09.197763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-12T20:33:09.211021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-12T20:33:09.211417] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-12T20:33:09.212318] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-12T20:33:09.212385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:09.212427] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:09.212454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:09.212510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:09.275984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:09.276833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:09.276935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:09.276969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:09.400864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:09.401037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:09.401094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:09.401161] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:09.404807] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-12-12T20:33:09.405094] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-12T20:33:09.405224] [INFO ] [sig       ] TBB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:09.557270] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TBB.txt
[2025-12-12T20:33:09.557672] [INFO ] [sig       ] [3103/3596] Completed TBB in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:09.557726] [INFO ] [sig       ] [3104/3596] Forecasting TBBK...
[2025-12-12T20:33:09.557756] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-12T20:33:09.557786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-12T20:33:09.570667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-12T20:33:09.571032] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-12T20:33:09.572002] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-12T20:33:09.572056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:09.572087] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:09.572114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:09.572181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:09.637283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:09.638135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:09.638229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:09.638270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:09.767989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:09.768147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:09.768188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:09.768215] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:09.772054] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-12T20:33:09.772352] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-12T20:33:09.772484] [INFO ] [sig       ] TBBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:09.925887] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TBBK.txt
[2025-12-12T20:33:09.926061] [INFO ] [sig       ] [3104/3596] Completed TBBK in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:09.926101] [INFO ] [sig       ] [3105/3596] Forecasting TBI...
[2025-12-12T20:33:09.926130] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-12T20:33:09.926161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-12T20:33:09.938457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-12T20:33:09.938856] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-12T20:33:09.939675] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-12T20:33:09.939728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:09.939773] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:09.939800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:09.939881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:10.000792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:10.001672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:10.001759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:10.001814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:10.141361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:10.141535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:10.141606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:10.141647] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:10.145515] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=29.59%)
[2025-12-12T20:33:10.145880] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-12T20:33:10.146043] [INFO ] [sig       ] TBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:10.294852] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TBI.txt
[2025-12-12T20:33:10.294998] [INFO ] [sig       ] [3105/3596] Completed TBI in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:10.295036] [INFO ] [sig       ] [3106/3596] Forecasting TBIL...
[2025-12-12T20:33:10.295066] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-12T20:33:10.295098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-12T20:33:10.307789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-12T20:33:10.308119] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-12T20:33:10.309186] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-12T20:33:10.309248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:10.309294] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:10.309336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:10.309397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:10.374295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:10.375402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:10.375486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:10.375527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:10.438675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:10.438840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:10.438897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:10.438929] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:10.442860] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-12T20:33:10.443153] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-12T20:33:10.443273] [INFO ] [sig       ] TBIL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:10.596967] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TBIL.txt
[2025-12-12T20:33:10.597117] [INFO ] [sig       ] [3106/3596] Completed TBIL in 0.3s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:10.597157] [INFO ] [sig       ] [3107/3596] Forecasting TBLA...
[2025-12-12T20:33:10.597186] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-12T20:33:10.597221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-12T20:33:10.613124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-12T20:33:10.613655] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-12T20:33:10.614796] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-12T20:33:10.614864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:10.614915] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:10.614959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:10.615042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:10.705807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:10.706912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:10.707018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:10.707061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:10.861891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:10.862043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:10.862083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:10.862112] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:10.865456] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-12-12T20:33:10.865757] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-12T20:33:10.865883] [INFO ] [sig       ] TBLA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:11.004927] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TBLA.txt
[2025-12-12T20:33:11.005096] [INFO ] [sig       ] [3107/3596] Completed TBLA in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-12T20:33:11.005136] [INFO ] [sig       ] [3108/3596] Forecasting TBLD...
[2025-12-12T20:33:11.005194] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-12T20:33:11.005224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-12T20:33:11.020559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-12T20:33:11.021044] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-12T20:33:11.022152] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-12T20:33:11.022222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:11.022268] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:11.022310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:11.022394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:11.085067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:11.085949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:11.086032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:11.086065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:11.203245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:11.203407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:11.203447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:11.203475] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:11.206933] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-12T20:33:11.207255] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-12T20:33:11.207391] [INFO ] [sig       ] TBLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:11.356843] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TBLD.txt
[2025-12-12T20:33:11.357020] [INFO ] [sig       ] [3108/3596] Completed TBLD in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-12T20:33:11.357063] [INFO ] [sig       ] [3109/3596] Forecasting TBPH...
[2025-12-12T20:33:11.357100] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-12T20:33:11.357131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-12T20:33:11.369363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-12T20:33:11.369790] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-12T20:33:11.370697] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-12T20:33:11.370759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:11.370799] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:11.370832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:11.370905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:11.441945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:11.442881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:11.442966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:11.443000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:11.572647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:11.572812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:11.572853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:11.572881] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:11.576542] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-12-12T20:33:11.576953] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-12T20:33:11.577115] [INFO ] [sig       ] TBPH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:11.760471] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TBPH.txt
[2025-12-12T20:33:11.760729] [INFO ] [sig       ] [3109/3596] Completed TBPH in 0.4s | 2.86 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-12T20:33:11.760800] [INFO ] [sig       ] [3110/3596] Forecasting TBRG...
[2025-12-12T20:33:11.760855] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-12T20:33:11.760909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-12T20:33:11.775811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-12T20:33:11.776265] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-12T20:33:11.777364] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-12T20:33:11.777425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:11.777459] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:11.777487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:11.777545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:11.856493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:11.857729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:11.857885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:11.857935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:12.026417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:12.026643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:12.026713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:12.026766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:12.034188] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-12T20:33:12.034801] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-12T20:33:12.035034] [INFO ] [sig       ] TBRG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:12.270401] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TBRG.txt
[2025-12-12T20:33:12.270652] [INFO ] [sig       ] [3110/3596] Completed TBRG in 0.5s | 2.86 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-12T20:33:12.270700] [INFO ] [sig       ] [3111/3596] Forecasting TCBI...
[2025-12-12T20:33:12.270733] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-12T20:33:12.270767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-12T20:33:12.293948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-12T20:33:12.294600] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-12T20:33:12.296024] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-12T20:33:12.296103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:12.296149] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:12.296190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:12.296280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:12.384155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:12.385346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:12.385474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:12.385519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:12.555047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:12.555243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:12.555299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:12.555339] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:12.560170] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-12-12T20:33:12.560682] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-12T20:33:12.560890] [INFO ] [sig       ] TCBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:12.769199] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TCBI.txt
[2025-12-12T20:33:12.769368] [INFO ] [sig       ] [3111/3596] Completed TCBI in 0.5s | 2.86 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-12T20:33:12.769408] [INFO ] [sig       ] [3112/3596] Forecasting TCBIO...
[2025-12-12T20:33:12.769438] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-12T20:33:12.769468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-12T20:33:12.783041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-12T20:33:12.783497] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-12T20:33:12.784482] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-12T20:33:12.784540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:12.784607] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:12.784659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:12.784719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:12.851350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:12.852366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:12.852500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:12.852547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:12.993184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:12.993346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:12.993388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:12.993437] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:12.997339] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-12-12T20:33:12.997784] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-12T20:33:12.997943] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:13.149103] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TCBIO.txt
[2025-12-12T20:33:13.149264] [INFO ] [sig       ] [3112/3596] Completed TCBIO in 0.4s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:13.149303] [INFO ] [sig       ] [3113/3596] Forecasting TCBK...
[2025-12-12T20:33:13.149333] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-12T20:33:13.149364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-12T20:33:13.161182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-12T20:33:13.161537] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-12T20:33:13.162391] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-12T20:33:13.162448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:13.162481] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:13.162508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:13.162566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:13.222482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:13.223308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:13.223411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:13.223449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:13.345134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:13.345292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:13.345332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:13.345361] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:13.348751] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-12T20:33:13.349049] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-12T20:33:13.349174] [INFO ] [sig       ] TCBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:13.494072] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TCBK.txt
[2025-12-12T20:33:13.494240] [INFO ] [sig       ] [3113/3596] Completed TCBK in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:13.494279] [INFO ] [sig       ] [3114/3596] Forecasting TCBX...
[2025-12-12T20:33:13.494309] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-12T20:33:13.494339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-12T20:33:13.506280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-12T20:33:13.506886] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-12T20:33:13.507878] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-12T20:33:13.507931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:13.507962] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:13.507988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:13.508042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:13.571223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:13.572109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:13.572213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:13.572247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:13.698304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:13.698507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:13.698550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:13.698599] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:13.702204] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-12T20:33:13.702536] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-12T20:33:13.702691] [INFO ] [sig       ] TCBX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:13.842252] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TCBX.txt
[2025-12-12T20:33:13.842418] [INFO ] [sig       ] [3114/3596] Completed TCBX in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:13.842463] [INFO ] [sig       ] [3115/3596] Forecasting TCMD...
[2025-12-12T20:33:13.842493] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-12T20:33:13.842522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-12T20:33:13.853560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-12T20:33:13.853916] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-12T20:33:13.854683] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-12T20:33:13.854734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:13.854764] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:13.854790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:13.854844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:13.912030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:13.912706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:13.912782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:13.912814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:14.038240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:14.038394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:14.038433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:14.038461] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:14.041866] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-12T20:33:14.042134] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-12T20:33:14.042257] [INFO ] [sig       ] TCMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:14.179109] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TCMD.txt
[2025-12-12T20:33:14.179253] [INFO ] [sig       ] [3115/3596] Completed TCMD in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:14.179290] [INFO ] [sig       ] [3116/3596] Forecasting TCOM...
[2025-12-12T20:33:14.179319] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-12T20:33:14.179349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-12T20:33:14.191178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-12T20:33:14.191465] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-12T20:33:14.192221] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-12T20:33:14.192273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:14.192303] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:14.192341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:14.192397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:14.249280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:14.250108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:14.250188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:14.250221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:14.374392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:14.374542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:14.374597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:14.374628] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:14.377906] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-12T20:33:14.378179] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-12T20:33:14.378310] [INFO ] [sig       ] TCOM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:14.520922] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TCOM.txt
[2025-12-12T20:33:14.521072] [INFO ] [sig       ] [3116/3596] Completed TCOM in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:14.521110] [INFO ] [sig       ] [3117/3596] Forecasting TCPC...
[2025-12-12T20:33:14.521140] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-12T20:33:14.521169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-12T20:33:14.533227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-12T20:33:14.533526] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-12T20:33:14.534315] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-12T20:33:14.534390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:14.534423] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:14.534449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:14.534505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:14.597266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:14.598274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:14.598359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:14.598392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:14.728336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:14.728491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:14.728531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:14.728559] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:14.732415] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-12-12T20:33:14.732717] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-12T20:33:14.732846] [INFO ] [sig       ] TCPC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:14.875680] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TCPC.txt
[2025-12-12T20:33:14.875824] [INFO ] [sig       ] [3117/3596] Completed TCPC in 0.4s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:14.875863] [INFO ] [sig       ] [3118/3596] Forecasting TCX...
[2025-12-12T20:33:14.875892] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-12T20:33:14.875922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-12T20:33:14.887284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-12T20:33:14.887616] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-12T20:33:14.888383] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-12T20:33:14.888444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:14.888482] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:14.888508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:14.888563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:14.948611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:14.949328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:14.949405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:14.949438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:15.060878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:15.061031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:15.061069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:15.061097] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:15.064363] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-12T20:33:15.064652] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-12T20:33:15.064772] [INFO ] [sig       ] TCX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:15.206187] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TCX.txt
[2025-12-12T20:33:15.206368] [INFO ] [sig       ] [3118/3596] Completed TCX in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:15.206415] [INFO ] [sig       ] [3119/3596] Forecasting TD...
[2025-12-12T20:33:15.206451] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-12T20:33:15.206482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-12T20:33:15.219286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-12T20:33:15.219647] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-12T20:33:15.220453] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-12T20:33:15.220508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:15.220539] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:15.220565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:15.220818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:15.283837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:15.284880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:15.284965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:15.284996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:15.411852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:15.412011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:15.412056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:15.412085] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:15.415616] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-12T20:33:15.415906] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-12T20:33:15.416033] [INFO ] [sig       ] TD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:15.561393] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TD.txt
[2025-12-12T20:33:15.561560] [INFO ] [sig       ] [3119/3596] Completed TD in 0.4s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:15.561620] [INFO ] [sig       ] [3120/3596] Forecasting TDC...
[2025-12-12T20:33:15.561652] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-12T20:33:15.561688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-12T20:33:15.573902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-12T20:33:15.574260] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-12T20:33:15.575236] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-12T20:33:15.575286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:15.575320] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:15.575348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:15.575403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:15.634648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:15.635495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:15.635601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:15.635636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:15.763797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:15.763953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:15.763991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:15.764051] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:15.767622] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=59.15%)
[2025-12-12T20:33:15.767901] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-12T20:33:15.768026] [INFO ] [sig       ] TDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:15.912971] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TDC.txt
[2025-12-12T20:33:15.913159] [INFO ] [sig       ] [3120/3596] Completed TDC in 0.4s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:15.913201] [INFO ] [sig       ] [3121/3596] Forecasting TDF...
[2025-12-12T20:33:15.913232] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-12T20:33:15.913264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-12T20:33:15.926320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-12T20:33:15.926741] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-12T20:33:15.927732] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-12T20:33:15.927785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:15.927819] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:15.927846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:15.927902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:15.994308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:15.995228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:15.995312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:15.995346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:16.121273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:16.121452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:16.121496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:16.121524] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:16.125480] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-12T20:33:16.125779] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-12T20:33:16.125907] [INFO ] [sig       ] TDF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:16.277790] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TDF.txt
[2025-12-12T20:33:16.277970] [INFO ] [sig       ] [3121/3596] Completed TDF in 0.4s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:16.278011] [INFO ] [sig       ] [3122/3596] Forecasting TDG...
[2025-12-12T20:33:16.278042] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-12T20:33:16.278072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-12T20:33:16.292430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-12T20:33:16.292850] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-12T20:33:16.293811] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-12T20:33:16.293868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:16.293901] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:16.293927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:16.293985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:16.357510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:16.358381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:16.358461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:16.358494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:16.487110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:16.487267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:16.487308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:16.487338] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:16.491249] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2025-12-12T20:33:16.491536] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-12T20:33:16.491684] [INFO ] [sig       ] TDG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:16.632708] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TDG.txt
[2025-12-12T20:33:16.632853] [INFO ] [sig       ] [3122/3596] Completed TDG in 0.4s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:16.632893] [INFO ] [sig       ] [3123/3596] Forecasting TDS...
[2025-12-12T20:33:16.632921] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-12T20:33:16.632953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-12T20:33:16.646961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-12T20:33:16.647336] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-12T20:33:16.648156] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-12T20:33:16.648208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:16.648240] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:16.648266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:16.648322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:16.708242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:16.708942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:16.709021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:16.709053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:16.832591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:16.832750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:16.832802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:16.832832] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:16.836457] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-12-12T20:33:16.836761] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-12T20:33:16.836895] [INFO ] [sig       ] TDS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:16.978294] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TDS.txt
[2025-12-12T20:33:16.978438] [INFO ] [sig       ] [3123/3596] Completed TDS in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:16.978477] [INFO ] [sig       ] [3124/3596] Forecasting TDSC...
[2025-12-12T20:33:16.978506] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-12T20:33:16.978536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-12T20:33:16.990648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-12T20:33:16.990968] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-12T20:33:16.991772] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-12T20:33:16.991824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:16.991857] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:16.991883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:16.991940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:17.053515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:17.054250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:17.054330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:17.054364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:17.166361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:17.166517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:17.166557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:17.166606] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:17.170155] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=79.68%)
[2025-12-12T20:33:17.170444] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-12T20:33:17.170570] [INFO ] [sig       ] TDSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:17.317127] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TDSC.txt
[2025-12-12T20:33:17.317311] [INFO ] [sig       ] [3124/3596] Completed TDSC in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-12T20:33:17.317352] [INFO ] [sig       ] [3125/3596] Forecasting TDUP...
[2025-12-12T20:33:17.317382] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-12T20:33:17.317413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-12T20:33:17.329634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-12T20:33:17.330090] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-12T20:33:17.330958] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-12T20:33:17.331011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:17.331041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:17.331067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:17.331122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:17.391543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:17.392408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:17.392489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:17.392522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:17.513897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:17.514075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:17.514118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:17.514146] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:17.517999] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-12T20:33:17.518280] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-12T20:33:17.518419] [INFO ] [sig       ] TDUP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:17.663099] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TDUP.txt
[2025-12-12T20:33:17.663237] [INFO ] [sig       ] [3125/3596] Completed TDUP in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-12T20:33:17.663275] [INFO ] [sig       ] [3126/3596] Forecasting TDY...
[2025-12-12T20:33:17.663304] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-12T20:33:17.663335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-12T20:33:17.674747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-12T20:33:17.675006] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-12T20:33:17.675758] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-12T20:33:17.675808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:17.675839] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:17.675865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:17.675920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:17.736306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:17.737127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:17.737207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:17.737239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:17.858042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:17.858194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:17.858233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:17.858264] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:17.861681] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-12T20:33:17.861953] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-12T20:33:17.862073] [INFO ] [sig       ] TDY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:18.006522] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TDY.txt
[2025-12-12T20:33:18.006698] [INFO ] [sig       ] [3126/3596] Completed TDY in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-12T20:33:18.006737] [INFO ] [sig       ] [3127/3596] Forecasting TEAM...
[2025-12-12T20:33:18.006766] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-12T20:33:18.006796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-12T20:33:18.019417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-12T20:33:18.020011] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-12T20:33:18.020807] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-12T20:33:18.020860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:18.020891] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:18.020919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:18.020976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:18.081270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:18.082130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:18.082243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:18.082277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:18.203806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:18.203955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:18.203995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:18.204024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:18.207477] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-12T20:33:18.207771] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-12T20:33:18.207893] [INFO ] [sig       ] TEAM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:18.348188] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TEAM.txt
[2025-12-12T20:33:18.348362] [INFO ] [sig       ] [3127/3596] Completed TEAM in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-12T20:33:18.348422] [INFO ] [sig       ] [3128/3596] Forecasting TECH...
[2025-12-12T20:33:18.348454] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-12T20:33:18.348485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-12T20:33:18.360163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-12T20:33:18.360520] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-12T20:33:18.361332] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-12T20:33:18.361384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:18.361416] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:18.361443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:18.361498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:18.421431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:18.422299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:18.422379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:18.422412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:18.549888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:18.550045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:18.550084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:18.550114] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:18.553830] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-12-12T20:33:18.554128] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-12T20:33:18.554275] [INFO ] [sig       ] TECH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:18.697735] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TECH.txt
[2025-12-12T20:33:18.697879] [INFO ] [sig       ] [3128/3596] Completed TECH in 0.3s | 2.86 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-12T20:33:18.697916] [INFO ] [sig       ] [3129/3596] Forecasting TECK...
[2025-12-12T20:33:18.697945] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-12T20:33:18.697975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-12T20:33:18.709800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-12T20:33:18.710169] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-12T20:33:18.710998] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-12T20:33:18.711062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:18.711093] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:18.711120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:18.711177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:18.769603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:18.770417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:18.770502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:18.770534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:18.894934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:18.895090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:18.895129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:18.895157] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:18.899104] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-12T20:33:18.899384] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-12T20:33:18.899515] [INFO ] [sig       ] TECK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:19.046298] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TECK.txt
[2025-12-12T20:33:19.046454] [INFO ] [sig       ] [3129/3596] Completed TECK in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:19.046492] [INFO ] [sig       ] [3130/3596] Forecasting TECX...
[2025-12-12T20:33:19.046520] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-12T20:33:19.046551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-12T20:33:19.061204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-12T20:33:19.061638] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-12T20:33:19.063042] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-12T20:33:19.063107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:19.063147] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:19.063180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:19.063255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:19.130551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:19.131655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:19.131937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:19.131970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:19.251030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:19.251181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:19.251221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:19.251250] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:19.254731] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-12-12T20:33:19.255011] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-12T20:33:19.255134] [INFO ] [sig       ] TECX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:19.404883] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TECX.txt
[2025-12-12T20:33:19.405070] [INFO ] [sig       ] [3130/3596] Completed TECX in 0.4s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:19.405109] [INFO ] [sig       ] [3131/3596] Forecasting TEF...
[2025-12-12T20:33:19.405138] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-12T20:33:19.405169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-12T20:33:19.418697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-12T20:33:19.419161] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-12T20:33:19.420099] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-12T20:33:19.420155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:19.420187] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:19.420212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:19.420269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:19.478323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:19.479173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:19.479252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:19.479284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:19.596122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:19.596272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:19.596310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:19.596337] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:19.599688] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-12T20:33:19.599995] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-12T20:33:19.600116] [INFO ] [sig       ] TEF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:19.740973] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TEF.txt
[2025-12-12T20:33:19.741128] [INFO ] [sig       ] [3131/3596] Completed TEF in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:19.741167] [INFO ] [sig       ] [3132/3596] Forecasting TEI...
[2025-12-12T20:33:19.741196] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-12T20:33:19.741227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-12T20:33:19.752934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-12T20:33:19.753254] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-12T20:33:19.754060] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-12T20:33:19.754111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:19.754142] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:19.754168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:19.754224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:19.815742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:19.816639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:19.816722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:19.816755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:19.946294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:19.946446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:19.946488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:19.946517] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:19.950434] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-12-12T20:33:19.950919] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-12T20:33:19.951043] [INFO ] [sig       ] TEI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:20.120389] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TEI.txt
[2025-12-12T20:33:20.120604] [INFO ] [sig       ] [3132/3596] Completed TEI in 0.4s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:20.120656] [INFO ] [sig       ] [3133/3596] Forecasting TELO...
[2025-12-12T20:33:20.120885] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-12T20:33:20.120919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-12T20:33:20.133653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-12T20:33:20.134000] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-12T20:33:20.134778] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-12T20:33:20.134837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:20.134872] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:20.134899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:20.134954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:20.196938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:20.197688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:20.197768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:20.197800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:20.317404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:20.317552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:20.317617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:20.317647] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:20.321263] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-12T20:33:20.321569] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-12T20:33:20.321906] [INFO ] [sig       ] TELO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:20.466482] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TELO.txt
[2025-12-12T20:33:20.466627] [INFO ] [sig       ] [3133/3596] Completed TELO in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:20.466666] [INFO ] [sig       ] [3134/3596] Forecasting TEM...
[2025-12-12T20:33:20.466695] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-12T20:33:20.466725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-12T20:33:20.481620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-12T20:33:20.482089] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-12T20:33:20.483040] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-12T20:33:20.483099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:20.483173] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:20.483204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:20.483277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:20.547982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:20.548904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:20.548989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:20.549021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:20.678973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:20.679136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:20.679175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:20.679202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:20.683213] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=65.36%)
[2025-12-12T20:33:20.683511] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-12T20:33:20.683680] [INFO ] [sig       ] TEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:20.833887] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TEM.txt
[2025-12-12T20:33:20.834043] [INFO ] [sig       ] [3134/3596] Completed TEM in 0.4s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:20.834082] [INFO ] [sig       ] [3135/3596] Forecasting TENB...
[2025-12-12T20:33:20.834110] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-12T20:33:20.834142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-12T20:33:20.845468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-12T20:33:20.845771] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-12T20:33:20.846511] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-12T20:33:20.846562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:20.846613] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:20.846640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:20.846695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:20.904018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:20.904624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:20.904697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:20.904731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:21.025363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:21.025513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:21.025556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:21.025601] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:21.029054] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-12T20:33:21.029324] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-12T20:33:21.029444] [INFO ] [sig       ] TENB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:21.171839] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TENB.txt
[2025-12-12T20:33:21.172006] [INFO ] [sig       ] [3135/3596] Completed TENB in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:21.172045] [INFO ] [sig       ] [3136/3596] Forecasting TENX...
[2025-12-12T20:33:21.172074] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-12T20:33:21.172104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-12T20:33:21.184429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-12T20:33:21.184858] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-12T20:33:21.185660] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-12T20:33:21.185711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:21.185743] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:21.185768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:21.185823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:21.242888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:21.243791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:21.243872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:21.243904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:21.349537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:21.349712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:21.349768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:21.349797] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:21.353111] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-12T20:33:21.353386] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-12T20:33:21.353508] [INFO ] [sig       ] TENX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:21.495758] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TENX.txt
[2025-12-12T20:33:21.495929] [INFO ] [sig       ] [3136/3596] Completed TENX in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:21.495973] [INFO ] [sig       ] [3137/3596] Forecasting TEO...
[2025-12-12T20:33:21.496004] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-12T20:33:21.496037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-12T20:33:21.507640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-12T20:33:21.507987] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-12T20:33:21.508843] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-12T20:33:21.508899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:21.508931] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:21.508957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:21.509014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:21.568953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:21.569819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:21.569920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:21.569952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:21.693259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:21.693411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:21.693457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:21.693530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:21.697004] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-12T20:33:21.697280] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-12T20:33:21.697402] [INFO ] [sig       ] TEO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:21.837092] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TEO.txt
[2025-12-12T20:33:21.837243] [INFO ] [sig       ] [3137/3596] Completed TEO in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:21.837281] [INFO ] [sig       ] [3138/3596] Forecasting TERN...
[2025-12-12T20:33:21.837310] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-12T20:33:21.837342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-12T20:33:21.849096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-12T20:33:21.849414] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-12T20:33:21.850470] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-12T20:33:21.850533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:21.850569] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:21.850628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:21.850686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:21.910301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:21.911171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:21.911266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:21.911299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:22.032604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:22.032753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:22.032791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:22.032818] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:22.036215] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-12T20:33:22.036491] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-12T20:33:22.036645] [INFO ] [sig       ] TERN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:22.175549] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TERN.txt
[2025-12-12T20:33:22.175699] [INFO ] [sig       ] [3138/3596] Completed TERN in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:22.175736] [INFO ] [sig       ] [3139/3596] Forecasting TEVA...
[2025-12-12T20:33:22.175765] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-12T20:33:22.175796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-12T20:33:22.187703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-12T20:33:22.187955] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-12T20:33:22.188695] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-12T20:33:22.188745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:22.188775] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:22.188802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:22.188857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:22.251692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:22.252637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:22.252717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:22.252748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:22.373125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:22.373275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:22.373314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:22.373343] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:22.377137] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-12T20:33:22.377419] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-12T20:33:22.377548] [INFO ] [sig       ] TEVA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:22.519404] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TEVA.txt
[2025-12-12T20:33:22.519553] [INFO ] [sig       ] [3139/3596] Completed TEVA in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:22.519609] [INFO ] [sig       ] [3140/3596] Forecasting TEX...
[2025-12-12T20:33:22.519638] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-12T20:33:22.519670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-12T20:33:22.532258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-12T20:33:22.532541] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-12T20:33:22.533519] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-12T20:33:22.533602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:22.533655] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:22.533684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:22.533748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:22.593341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:22.594001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:22.594078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:22.594109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:22.723564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:22.723737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:22.723776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:22.723804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:22.727137] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-12T20:33:22.727408] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-12T20:33:22.727530] [INFO ] [sig       ] TEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:22.866585] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TEX.txt
[2025-12-12T20:33:22.866725] [INFO ] [sig       ] [3140/3596] Completed TEX in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:22.866762] [INFO ] [sig       ] [3141/3596] Forecasting TFC...
[2025-12-12T20:33:22.866790] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-12T20:33:22.866820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-12T20:33:22.878312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-12T20:33:22.878631] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-12T20:33:22.879630] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-12T20:33:22.879682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:22.879714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:22.879739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:22.879795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:22.940071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:22.940876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:22.940956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:22.940988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:23.068972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:23.069137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:23.069178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:23.069209] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:23.073318] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-12-12T20:33:23.073657] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-12T20:33:23.073818] [INFO ] [sig       ] TFC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:23.225028] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TFC.txt
[2025-12-12T20:33:23.225212] [INFO ] [sig       ] [3141/3596] Completed TFC in 0.4s | 2.86 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-12T20:33:23.225255] [INFO ] [sig       ] [3142/3596] Forecasting TFII...
[2025-12-12T20:33:23.225284] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-12T20:33:23.225313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-12T20:33:23.237123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-12T20:33:23.237485] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-12T20:33:23.238469] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-12T20:33:23.238522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:23.238553] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:23.238598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:23.238657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:23.309204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:23.310090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:23.310169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:23.310200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:23.434141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:23.434292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:23.434331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:23.434359] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:23.437759] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-12-12T20:33:23.438038] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-12T20:33:23.438159] [INFO ] [sig       ] TFII: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:23.590686] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TFII.txt
[2025-12-12T20:33:23.590852] [INFO ] [sig       ] [3142/3596] Completed TFII in 0.4s | 2.86 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-12T20:33:23.590892] [INFO ] [sig       ] [3143/3596] Forecasting TFIN...
[2025-12-12T20:33:23.590920] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-12T20:33:23.590951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-12T20:33:23.603500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-12T20:33:23.604038] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-12T20:33:23.604867] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-12T20:33:23.604919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:23.604951] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:23.604977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:23.605032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:23.664075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:23.664985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:23.665061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:23.665092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:23.783342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:23.783490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:23.783529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:23.783557] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:23.787460] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-12-12T20:33:23.787783] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-12T20:33:23.787916] [INFO ] [sig       ] TFIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:23.974743] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TFIN.txt
[2025-12-12T20:33:23.974911] [INFO ] [sig       ] [3143/3596] Completed TFIN in 0.4s | 2.86 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-12T20:33:23.974955] [INFO ] [sig       ] [3144/3596] Forecasting TFPM...
[2025-12-12T20:33:23.974994] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-12T20:33:23.975028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-12T20:33:23.987528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-12T20:33:23.987949] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-12T20:33:23.988819] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-12T20:33:23.988872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:23.988904] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:23.988932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:23.988988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:24.047483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:24.048222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:24.048348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:24.048398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:24.175249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:24.175414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:24.175462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:24.175492] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:24.179054] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-12T20:33:24.179329] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-12T20:33:24.179457] [INFO ] [sig       ] TFPM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:24.331833] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TFPM.txt
[2025-12-12T20:33:24.332034] [INFO ] [sig       ] [3144/3596] Completed TFPM in 0.4s | 2.86 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-12T20:33:24.332075] [INFO ] [sig       ] [3145/3596] Forecasting TFSL...
[2025-12-12T20:33:24.332106] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-12T20:33:24.332137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-12T20:33:24.344656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-12T20:33:24.345065] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-12T20:33:24.345973] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-12T20:33:24.346026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:24.346058] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:24.346083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:24.346139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:24.405717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:24.406628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:24.406712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:24.406743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:24.529829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:24.530011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:24.530052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:24.530080] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:24.533472] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-12-12T20:33:24.533765] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-12T20:33:24.533887] [INFO ] [sig       ] TFSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:24.680003] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TFSL.txt
[2025-12-12T20:33:24.680164] [INFO ] [sig       ] [3145/3596] Completed TFSL in 0.3s | 2.86 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-12T20:33:24.680204] [INFO ] [sig       ] [3146/3596] Forecasting TG...
[2025-12-12T20:33:24.680233] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-12T20:33:24.680264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-12T20:33:24.691398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-12T20:33:24.691763] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-12T20:33:24.692535] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-12T20:33:24.692606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:24.692639] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:24.692666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:24.692722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:24.753200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:24.754060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:24.754141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:24.754174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:24.881029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:24.881213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:24.881271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:24.881313] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:24.886184] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-12T20:33:24.886563] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-12T20:33:24.886748] [INFO ] [sig       ] TG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:25.052865] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TG.txt
[2025-12-12T20:33:25.053022] [INFO ] [sig       ] [3146/3596] Completed TG in 0.4s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:25.053061] [INFO ] [sig       ] [3147/3596] Forecasting TGLS...
[2025-12-12T20:33:25.053092] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-12T20:33:25.053122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-12T20:33:25.064516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-12T20:33:25.064914] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-12T20:33:25.065732] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-12T20:33:25.065783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:25.065814] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:25.065840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:25.065895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:25.124407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:25.125241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:25.125320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:25.125352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:25.252114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:25.252267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:25.252307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:25.252354] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:25.256079] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-12-12T20:33:25.256360] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-12T20:33:25.256486] [INFO ] [sig       ] TGLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:25.404686] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TGLS.txt
[2025-12-12T20:33:25.404867] [INFO ] [sig       ] [3147/3596] Completed TGLS in 0.4s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:25.404908] [INFO ] [sig       ] [3148/3596] Forecasting TGNA...
[2025-12-12T20:33:25.404938] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-12T20:33:25.404968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-12T20:33:25.417092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-12T20:33:25.417379] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-12T20:33:25.418178] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-12T20:33:25.418229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:25.418260] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:25.418286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:25.418341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:25.479128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:25.479847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:25.479949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:25.479980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:25.603321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:25.603487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:25.603542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:25.603601] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:25.607628] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-12-12T20:33:25.607926] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-12T20:33:25.608060] [INFO ] [sig       ] TGNA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:25.760710] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TGNA.txt
[2025-12-12T20:33:25.760882] [INFO ] [sig       ] [3148/3596] Completed TGNA in 0.4s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:25.760929] [INFO ] [sig       ] [3149/3596] Forecasting TGS...
[2025-12-12T20:33:25.760965] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-12T20:33:25.761007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-12T20:33:25.773360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-12T20:33:25.773929] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-12T20:33:25.774720] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-12T20:33:25.774966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:25.774998] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:25.775024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:25.775080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:25.837079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:25.837976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:25.838058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:25.838111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:25.958805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:25.958955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:25.958993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:25.959020] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:25.962323] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-12T20:33:25.962615] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-12T20:33:25.962734] [INFO ] [sig       ] TGS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:26.108549] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TGS.txt
[2025-12-12T20:33:26.108747] [INFO ] [sig       ] [3149/3596] Completed TGS in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:26.108792] [INFO ] [sig       ] [3150/3596] Forecasting TGTX...
[2025-12-12T20:33:26.108823] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-12T20:33:26.108852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-12T20:33:26.120137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-12T20:33:26.120445] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-12T20:33:26.121301] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-12T20:33:26.121352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:26.121384] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:26.121412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:26.121469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:26.181433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:26.182189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:26.182276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:26.182311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:26.305225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:26.305368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:26.305405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:26.305434] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:26.308715] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=51.63%)
[2025-12-12T20:33:26.308988] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-12T20:33:26.309108] [INFO ] [sig       ] TGTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:26.454871] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TGTX.txt
[2025-12-12T20:33:26.455017] [INFO ] [sig       ] [3150/3596] Completed TGTX in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:26.455055] [INFO ] [sig       ] [3151/3596] Forecasting TH...
[2025-12-12T20:33:26.455084] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-12T20:33:26.455116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-12T20:33:26.466788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-12T20:33:26.467081] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-12T20:33:26.467863] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-12T20:33:26.467914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:26.467969] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:26.467997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:26.468064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:26.527105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:26.527937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:26.528015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:26.528049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:26.652590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:26.652768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:26.652814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:26.652846] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:26.656347] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=48.57%)
[2025-12-12T20:33:26.656647] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-12T20:33:26.656772] [INFO ] [sig       ] TH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:26.801797] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TH.txt
[2025-12-12T20:33:26.801935] [INFO ] [sig       ] [3151/3596] Completed TH in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:26.801976] [INFO ] [sig       ] [3152/3596] Forecasting THC...
[2025-12-12T20:33:26.802007] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-12T20:33:26.802038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-12T20:33:26.813850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-12T20:33:26.814145] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-12T20:33:26.814970] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-12T20:33:26.815023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:26.815056] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:26.815083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:26.815138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:26.878322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:26.879031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:26.879106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:26.879136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:27.000052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:27.000197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:27.000237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:27.000265] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:27.003598] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-12T20:33:27.003871] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-12T20:33:27.003991] [INFO ] [sig       ] THC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:27.152479] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/THC.txt
[2025-12-12T20:33:27.152630] [INFO ] [sig       ] [3152/3596] Completed THC in 0.4s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:27.152670] [INFO ] [sig       ] [3153/3596] Forecasting THFF...
[2025-12-12T20:33:27.152700] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-12T20:33:27.152729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-12T20:33:27.164058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-12T20:33:27.164362] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-12T20:33:27.165157] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-12T20:33:27.165228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:27.165261] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:27.165288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:27.165342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:27.222225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:27.222882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:27.222957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:27.222988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:27.343552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:27.343698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:27.343736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:27.343763] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:27.347068] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2025-12-12T20:33:27.347337] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-12T20:33:27.347458] [INFO ] [sig       ] THFF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:27.489888] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/THFF.txt
[2025-12-12T20:33:27.490027] [INFO ] [sig       ] [3153/3596] Completed THFF in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:27.490068] [INFO ] [sig       ] [3154/3596] Forecasting THG...
[2025-12-12T20:33:27.490098] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-12T20:33:27.490129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-12T20:33:27.502110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-12T20:33:27.502491] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-12T20:33:27.503282] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-12T20:33:27.503333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:27.503363] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:27.503390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:27.503446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:27.560531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:27.561200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:27.561276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:27.561307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:27.682053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:27.682197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:27.682234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:27.682291] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:27.686733] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-12T20:33:27.687207] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-12T20:33:27.687331] [INFO ] [sig       ] THG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:27.828752] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/THG.txt
[2025-12-12T20:33:27.828878] [INFO ] [sig       ] [3154/3596] Completed THG in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:27.828916] [INFO ] [sig       ] [3155/3596] Forecasting THO...
[2025-12-12T20:33:27.828945] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-12T20:33:27.828974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-12T20:33:27.840855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-12T20:33:27.841366] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-12T20:33:27.842199] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-12T20:33:27.842252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:27.842285] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:27.842314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:27.842371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:27.908364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:27.909487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:27.909593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:27.909631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:28.031987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:28.032151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:28.032193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:28.032222] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:28.035841] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-12T20:33:28.036115] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-12T20:33:28.036240] [INFO ] [sig       ] THO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:28.179337] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/THO.txt
[2025-12-12T20:33:28.179469] [INFO ] [sig       ] [3155/3596] Completed THO in 0.4s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:28.179507] [INFO ] [sig       ] [3156/3596] Forecasting THQ...
[2025-12-12T20:33:28.179536] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-12T20:33:28.179598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-12T20:33:28.191363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-12T20:33:28.191691] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-12T20:33:28.192444] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-12T20:33:28.192494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:28.192524] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:28.192549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:28.192634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:28.250752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:28.251444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:28.251524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:28.251556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:28.375485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:28.375657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:28.375711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:28.375751] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:28.379535] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=72.49%)
[2025-12-12T20:33:28.380041] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-12T20:33:28.380167] [INFO ] [sig       ] THQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:28.526816] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/THQ.txt
[2025-12-12T20:33:28.526967] [INFO ] [sig       ] [3156/3596] Completed THQ in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:28.527010] [INFO ] [sig       ] [3157/3596] Forecasting THRM...
[2025-12-12T20:33:28.527039] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-12T20:33:28.527071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-12T20:33:28.538734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-12T20:33:28.539060] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-12T20:33:28.539882] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-12T20:33:28.539935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:28.539967] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:28.539994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:28.540051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:28.605635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:28.606448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:28.606535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:28.606588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:28.730549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:28.730738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:28.730780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:28.730811] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:28.734852] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-12T20:33:28.735127] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-12T20:33:28.735274] [INFO ] [sig       ] THRM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:28.876747] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/THRM.txt
[2025-12-12T20:33:28.876887] [INFO ] [sig       ] [3157/3596] Completed THRM in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:28.876924] [INFO ] [sig       ] [3158/3596] Forecasting THRY...
[2025-12-12T20:33:28.876953] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-12T20:33:28.876990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-12T20:33:28.888375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-12T20:33:28.888703] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-12T20:33:28.889457] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-12T20:33:28.889509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:28.889540] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:28.889565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:28.889642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:28.946662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:28.947468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:28.947545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:28.947596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:29.067635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:29.067786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:29.067824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:29.067852] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:29.071206] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-12T20:33:29.071485] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-12T20:33:29.071625] [INFO ] [sig       ] THRY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:29.208598] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/THRY.txt
[2025-12-12T20:33:29.208738] [INFO ] [sig       ] [3158/3596] Completed THRY in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-12T20:33:29.208776] [INFO ] [sig       ] [3159/3596] Forecasting THS...
[2025-12-12T20:33:29.208806] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-12T20:33:29.208837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-12T20:33:29.219498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-12T20:33:29.219800] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-12T20:33:29.220583] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-12T20:33:29.220635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:29.220666] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:29.220691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:29.220746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:29.278744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:29.279400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:29.279480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:29.279513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:29.402592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:29.402704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:29.402743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:29.402771] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:29.406030] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-12T20:33:29.406295] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-12T20:33:29.406416] [INFO ] [sig       ] THS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:29.543441] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/THS.txt
[2025-12-12T20:33:29.543609] [INFO ] [sig       ] [3159/3596] Completed THS in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-12T20:33:29.543659] [INFO ] [sig       ] [3160/3596] Forecasting TIGO...
[2025-12-12T20:33:29.543697] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-12T20:33:29.543735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-12T20:33:29.554604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-12T20:33:29.554909] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-12T20:33:29.555744] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-12T20:33:29.555798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:29.555832] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:29.555860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:29.555918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:29.613813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:29.614409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:29.614484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:29.614516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:29.747559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:29.747737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:29.747822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:29.747854] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:29.751473] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-12-12T20:33:29.751775] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-12T20:33:29.751901] [INFO ] [sig       ] TIGO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:29.897258] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TIGO.txt
[2025-12-12T20:33:29.897391] [INFO ] [sig       ] [3160/3596] Completed TIGO in 0.4s | 2.86 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-12T20:33:29.897428] [INFO ] [sig       ] [3161/3596] Forecasting TIL...
[2025-12-12T20:33:29.897457] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-12T20:33:29.897486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-12T20:33:29.909424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-12T20:33:29.909800] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-12T20:33:29.910680] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-12T20:33:29.910733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:29.910765] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:29.910792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:29.910848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:29.969025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:29.969926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:29.970037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:29.970069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:30.091746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:30.091902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:30.091942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:30.091971] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:30.095360] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-12-12T20:33:30.095754] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-12T20:33:30.095893] [INFO ] [sig       ] TIL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:30.239496] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TIL.txt
[2025-12-12T20:33:30.239674] [INFO ] [sig       ] [3161/3596] Completed TIL in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-12T20:33:30.239725] [INFO ] [sig       ] [3162/3596] Forecasting TILE...
[2025-12-12T20:33:30.239761] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-12T20:33:30.239798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-12T20:33:30.252776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-12T20:33:30.253091] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-12T20:33:30.253855] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-12T20:33:30.253906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:30.253936] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:30.253962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:30.254018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:30.313570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:30.314418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:30.314496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:30.314529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:30.443316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:30.443500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:30.443542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:30.443585] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:30.447227] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2025-12-12T20:33:30.447509] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-12T20:33:30.447646] [INFO ] [sig       ] TILE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:30.588073] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TILE.txt
[2025-12-12T20:33:30.588203] [INFO ] [sig       ] [3162/3596] Completed TILE in 0.3s | 2.86 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-12T20:33:30.588242] [INFO ] [sig       ] [3163/3596] Forecasting TIMB...
[2025-12-12T20:33:30.588270] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-12T20:33:30.588309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-12T20:33:30.600767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-12T20:33:30.601078] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-12T20:33:30.601945] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-12T20:33:30.602160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:30.602192] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:30.602218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:30.602273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:30.666260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:30.667177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:30.667256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:30.667289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:30.796674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:30.796824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:30.796863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:30.796893] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:30.800539] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-12T20:33:30.800877] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-12T20:33:30.801198] [INFO ] [sig       ] TIMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:30.944844] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TIMB.txt
[2025-12-12T20:33:30.945001] [INFO ] [sig       ] [3163/3596] Completed TIMB in 0.4s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:30.945040] [INFO ] [sig       ] [3164/3596] Forecasting TITN...
[2025-12-12T20:33:30.945068] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-12T20:33:30.945100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-12T20:33:30.957657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-12T20:33:30.958033] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-12T20:33:30.958941] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-12T20:33:30.959002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:30.959060] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:30.959099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:30.959177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:31.022131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:31.023137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:31.023214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:31.023247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:31.145422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:31.145609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:31.145661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:31.145694] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:31.149221] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-12T20:33:31.149500] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-12T20:33:31.149645] [INFO ] [sig       ] TITN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:31.295535] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TITN.txt
[2025-12-12T20:33:31.295723] [INFO ] [sig       ] [3164/3596] Completed TITN in 0.4s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:31.295763] [INFO ] [sig       ] [3165/3596] Forecasting TJX...
[2025-12-12T20:33:31.295793] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-12T20:33:31.295823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-12T20:33:31.307195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-12T20:33:31.307486] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-12T20:33:31.308256] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-12T20:33:31.308307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:31.308337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:31.308363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:31.308418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:31.367224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:31.367900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:31.367975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:31.368006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:31.491487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:31.491647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:31.491693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:31.491727] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:31.495178] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-12T20:33:31.495460] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-12T20:33:31.495598] [INFO ] [sig       ] TJX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:31.644590] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TJX.txt
[2025-12-12T20:33:31.644749] [INFO ] [sig       ] [3165/3596] Completed TJX in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:31.644787] [INFO ] [sig       ] [3166/3596] Forecasting TK...
[2025-12-12T20:33:31.644818] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-12T20:33:31.644849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-12T20:33:31.655836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-12T20:33:31.656212] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-12T20:33:31.656997] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-12T20:33:31.657048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:31.657078] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:31.657104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:31.657159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:31.716336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:31.717448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:31.717531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:31.717564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:31.843618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:31.843785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:31.843832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:31.843864] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:31.847440] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2025-12-12T20:33:31.847765] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-12T20:33:31.847904] [INFO ] [sig       ] TK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:31.992272] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TK.txt
[2025-12-12T20:33:31.992423] [INFO ] [sig       ] [3166/3596] Completed TK in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:31.992467] [INFO ] [sig       ] [3167/3596] Forecasting TKC...
[2025-12-12T20:33:31.992496] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-12T20:33:31.992526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-12T20:33:32.005333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-12T20:33:32.005718] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-12T20:33:32.006487] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-12T20:33:32.006538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:32.006570] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:32.006617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:32.006673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:32.064952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:32.065744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:32.065836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:32.065874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:32.186712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:32.186866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:32.186905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:32.186934] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:32.190206] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-12T20:33:32.190473] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-12T20:33:32.190612] [INFO ] [sig       ] TKC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:32.334556] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TKC.txt
[2025-12-12T20:33:32.334708] [INFO ] [sig       ] [3167/3596] Completed TKC in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:32.334747] [INFO ] [sig       ] [3168/3596] Forecasting TKNO...
[2025-12-12T20:33:32.334781] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-12T20:33:32.334813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-12T20:33:32.345815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-12T20:33:32.346083] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-12T20:33:32.346839] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-12T20:33:32.346889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:32.346945] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:32.346973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:32.347029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:32.408985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:32.409790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:32.409905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:32.409942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:32.536307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:32.536464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:32.536502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:32.536530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:32.539843] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-12-12T20:33:32.540139] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-12T20:33:32.540259] [INFO ] [sig       ] TKNO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:32.691633] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TKNO.txt
[2025-12-12T20:33:32.691807] [INFO ] [sig       ] [3168/3596] Completed TKNO in 0.4s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:32.691849] [INFO ] [sig       ] [3169/3596] Forecasting TKO...
[2025-12-12T20:33:32.691878] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-12T20:33:32.691908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-12T20:33:32.704937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-12T20:33:32.705551] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-12T20:33:32.706375] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-12T20:33:32.706428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:32.706459] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:32.706485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:32.706540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:32.765206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:32.766121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:32.766210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:32.766243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:32.888699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:32.888852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:32.888891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:32.888918] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:32.892321] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-12T20:33:32.892624] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-12T20:33:32.892748] [INFO ] [sig       ] TKO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:33.033484] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TKO.txt
[2025-12-12T20:33:33.033664] [INFO ] [sig       ] [3169/3596] Completed TKO in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:33.033706] [INFO ] [sig       ] [3170/3596] Forecasting TLK...
[2025-12-12T20:33:33.033737] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-12T20:33:33.033770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-12T20:33:33.045018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-12T20:33:33.045346] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-12T20:33:33.046123] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-12T20:33:33.046174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:33.046205] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:33.046231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:33.046291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:33.103832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:33.104657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:33.104736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:33.104770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:33.229458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:33.229641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:33.229680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:33.229708] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:33.233521] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-12T20:33:33.233833] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-12T20:33:33.233959] [INFO ] [sig       ] TLK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:33.378618] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TLK.txt
[2025-12-12T20:33:33.378781] [INFO ] [sig       ] [3170/3596] Completed TLK in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:33.378819] [INFO ] [sig       ] [3171/3596] Forecasting TLN...
[2025-12-12T20:33:33.378849] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-12T20:33:33.378882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-12T20:33:33.391558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-12T20:33:33.391933] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-12T20:33:33.392700] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-12T20:33:33.392750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:33.392780] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:33.392806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:33.392862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:33.455747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:33.456815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:33.456897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:33.456929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:33.582187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:33.582346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:33.582388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:33.582464] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:33.585840] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-12T20:33:33.586154] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-12T20:33:33.586278] [INFO ] [sig       ] TLN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:33.733890] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TLN.txt
[2025-12-12T20:33:33.734048] [INFO ] [sig       ] [3171/3596] Completed TLN in 0.4s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:33.734087] [INFO ] [sig       ] [3172/3596] Forecasting TLS...
[2025-12-12T20:33:33.734117] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-12T20:33:33.734148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-12T20:33:33.746946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-12T20:33:33.747318] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-12T20:33:33.748123] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-12T20:33:33.748176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:33.748207] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:33.748233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:33.748290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:33.812097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:33.813339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:33.813421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:33.813452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:33.938825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:33.939003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:33.939051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:33.939081] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:33.942757] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=73.44%)
[2025-12-12T20:33:33.943076] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-12T20:33:33.943209] [INFO ] [sig       ] TLS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:34.087864] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TLS.txt
[2025-12-12T20:33:34.088031] [INFO ] [sig       ] [3172/3596] Completed TLS in 0.4s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:34.088070] [INFO ] [sig       ] [3173/3596] Forecasting TLSA...
[2025-12-12T20:33:34.088100] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-12T20:33:34.088131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-12T20:33:34.100246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-12T20:33:34.100627] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-12T20:33:34.101451] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-12T20:33:34.101502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:34.101533] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:34.101559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:34.101634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:34.162932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:34.163982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:34.164062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:34.164110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:34.287449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:34.287637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:34.287697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:34.287725] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:34.291319] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-12T20:33:34.291624] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-12T20:33:34.291761] [INFO ] [sig       ] TLSA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:34.438759] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TLSA.txt
[2025-12-12T20:33:34.438936] [INFO ] [sig       ] [3173/3596] Completed TLSA in 0.4s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:34.438975] [INFO ] [sig       ] [3174/3596] Forecasting TLSI...
[2025-12-12T20:33:34.439004] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-12T20:33:34.439037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-12T20:33:34.450870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-12T20:33:34.451456] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-12T20:33:34.452274] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-12T20:33:34.452329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:34.452362] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:34.452389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:34.452446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:34.514238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:34.515074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:34.515156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:34.515187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:34.641814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:34.641972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:34.642011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:34.642040] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:34.645540] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-12T20:33:34.645834] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-12T20:33:34.645953] [INFO ] [sig       ] TLSI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:34.794019] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TLSI.txt
[2025-12-12T20:33:34.794358] [INFO ] [sig       ] [3174/3596] Completed TLSI in 0.4s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:34.794397] [INFO ] [sig       ] [3175/3596] Forecasting TLYS...
[2025-12-12T20:33:34.794425] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-12T20:33:34.794457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-12T20:33:34.806707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-12T20:33:34.807290] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-12T20:33:34.808285] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-12T20:33:34.808336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:34.808367] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:34.808407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:34.808465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:34.867511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:34.868542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:34.868649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:34.868695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:34.988652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:34.988805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:34.988844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:34.988872] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:34.992557] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-12-12T20:33:34.992861] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-12T20:33:34.992984] [INFO ] [sig       ] TLYS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:35.133899] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TLYS.txt
[2025-12-12T20:33:35.134025] [INFO ] [sig       ] [3175/3596] Completed TLYS in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:35.134063] [INFO ] [sig       ] [3176/3596] Forecasting TM...
[2025-12-12T20:33:35.134095] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-12T20:33:35.134126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-12T20:33:35.145928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-12T20:33:35.146212] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-12T20:33:35.147014] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-12T20:33:35.147068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:35.147099] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:35.147126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:35.147183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:35.205427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:35.206103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:35.206189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:35.206222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:35.325124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:35.325251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:35.325287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:35.325315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:35.328567] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-12T20:33:35.328855] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-12T20:33:35.328973] [INFO ] [sig       ] TM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:35.468901] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TM.txt
[2025-12-12T20:33:35.469067] [INFO ] [sig       ] [3176/3596] Completed TM in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-12T20:33:35.469106] [INFO ] [sig       ] [3177/3596] Forecasting TMC...
[2025-12-12T20:33:35.469137] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-12T20:33:35.469167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-12T20:33:35.480389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-12T20:33:35.480791] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-12T20:33:35.481562] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-12T20:33:35.481636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:35.481666] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:35.481692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:35.481747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:35.539000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:35.539895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:35.539977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:35.540008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:35.654732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:35.654886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:35.654925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:35.654952] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:35.658237] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-12T20:33:35.658510] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-12T20:33:35.658650] [INFO ] [sig       ] TMC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:35.797170] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TMC.txt
[2025-12-12T20:33:35.797281] [INFO ] [sig       ] [3177/3596] Completed TMC in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-12T20:33:35.797316] [INFO ] [sig       ] [3178/3596] Forecasting TMCI...
[2025-12-12T20:33:35.797343] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-12T20:33:35.797372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-12T20:33:35.811764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-12T20:33:35.812053] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-12T20:33:35.813226] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-12T20:33:35.813277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:35.813307] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:35.813334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:35.813389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:35.870822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:35.871606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:35.871702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:35.871734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:35.991194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:35.991312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:35.991349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:35.991377] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:35.994558] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=61.55%)
[2025-12-12T20:33:35.994846] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-12T20:33:35.994963] [INFO ] [sig       ] TMCI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:36.135341] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TMCI.txt
[2025-12-12T20:33:36.135454] [INFO ] [sig       ] [3178/3596] Completed TMCI in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-12T20:33:36.135490] [INFO ] [sig       ] [3179/3596] Forecasting TMDX...
[2025-12-12T20:33:36.135518] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-12T20:33:36.135547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-12T20:33:36.146724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-12T20:33:36.146999] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-12T20:33:36.147749] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-12T20:33:36.147806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:36.147844] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:36.147875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:36.147943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:36.205143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:36.205731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:36.205812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:36.205850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:36.329546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:36.329719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:36.329760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:36.329789] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:36.333620] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-12T20:33:36.333907] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-12T20:33:36.334185] [INFO ] [sig       ] TMDX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:36.479943] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TMDX.txt
[2025-12-12T20:33:36.480113] [INFO ] [sig       ] [3179/3596] Completed TMDX in 0.3s | 2.86 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-12T20:33:36.480152] [INFO ] [sig       ] [3180/3596] Forecasting TME...
[2025-12-12T20:33:36.480181] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-12T20:33:36.480212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-12T20:33:36.492067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-12T20:33:36.492431] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-12T20:33:36.493238] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-12T20:33:36.493289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:36.493319] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:36.493345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:36.493399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:36.554322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:36.555248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:36.555331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:36.555364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:36.676668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:36.676825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:36.676865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:36.676895] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:36.680409] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-12-12T20:33:36.680724] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-12T20:33:36.680868] [INFO ] [sig       ] TME: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:36.821543] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TME.txt
[2025-12-12T20:33:36.821790] [INFO ] [sig       ] [3180/3596] Completed TME in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:36.821847] [INFO ] [sig       ] [3181/3596] Forecasting TMHC...
[2025-12-12T20:33:36.821886] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-12T20:33:36.821929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-12T20:33:36.835983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-12T20:33:36.836371] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-12T20:33:36.837367] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-12T20:33:36.837419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:36.837452] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:36.837478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:36.837533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:36.896206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:36.897096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:36.897184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:36.897218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:37.013781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:37.013942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:37.013983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:37.014012] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:37.017497] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-12T20:33:37.017822] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-12T20:33:37.017978] [INFO ] [sig       ] TMHC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:37.162112] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TMHC.txt
[2025-12-12T20:33:37.162301] [INFO ] [sig       ] [3181/3596] Completed TMHC in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:37.162341] [INFO ] [sig       ] [3182/3596] Forecasting TMUS...
[2025-12-12T20:33:37.162379] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-12T20:33:37.162409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-12T20:33:37.174029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-12T20:33:37.174407] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-12T20:33:37.175209] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-12T20:33:37.175261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:37.175294] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:37.175334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:37.175410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:37.235977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:37.236813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:37.236896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:37.236930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:37.366741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:37.366922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:37.366964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:37.366993] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:37.370600] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-12T20:33:37.370949] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-12T20:33:37.371084] [INFO ] [sig       ] TMUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:37.512117] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TMUS.txt
[2025-12-12T20:33:37.512276] [INFO ] [sig       ] [3182/3596] Completed TMUS in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:37.512316] [INFO ] [sig       ] [3183/3596] Forecasting TNC...
[2025-12-12T20:33:37.512347] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-12T20:33:37.512378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-12T20:33:37.525427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-12T20:33:37.525854] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-12T20:33:37.526626] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-12T20:33:37.526676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:37.526707] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:37.526732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:37.526786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:37.583492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:37.584178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:37.584254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:37.584285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:37.704162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:37.704320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:37.704358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:37.704386] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:37.707935] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-12T20:33:37.708250] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-12T20:33:37.708380] [INFO ] [sig       ] TNC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:37.850777] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TNC.txt
[2025-12-12T20:33:37.850920] [INFO ] [sig       ] [3183/3596] Completed TNC in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:37.850958] [INFO ] [sig       ] [3184/3596] Forecasting TNDM...
[2025-12-12T20:33:37.850986] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-12T20:33:37.851016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-12T20:33:37.862131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-12T20:33:37.862379] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-12T20:33:37.863129] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-12T20:33:37.863179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:37.863210] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:37.863235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:37.863289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:37.921061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:37.921716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:37.921790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:37.921820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:38.041840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:38.042002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:38.042040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:38.042069] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:38.045307] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=54.04%)
[2025-12-12T20:33:38.045592] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-12T20:33:38.045711] [INFO ] [sig       ] TNDM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:38.186837] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TNDM.txt
[2025-12-12T20:33:38.186978] [INFO ] [sig       ] [3184/3596] Completed TNDM in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:38.187017] [INFO ] [sig       ] [3185/3596] Forecasting TNGX...
[2025-12-12T20:33:38.187238] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-12T20:33:38.187269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-12T20:33:38.200525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-12T20:33:38.200919] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-12T20:33:38.201717] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-12T20:33:38.201768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:38.201824] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:38.201851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:38.201910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:38.263676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:38.264535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:38.264641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:38.264674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:38.388793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:38.388950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:38.388991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:38.389020] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:38.392459] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-12-12T20:33:38.392758] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-12T20:33:38.392885] [INFO ] [sig       ] TNGX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:38.535855] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TNGX.txt
[2025-12-12T20:33:38.536020] [INFO ] [sig       ] [3185/3596] Completed TNGX in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:38.536061] [INFO ] [sig       ] [3186/3596] Forecasting TNK...
[2025-12-12T20:33:38.536091] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-12T20:33:38.536121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-12T20:33:38.547319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-12T20:33:38.547636] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-12T20:33:38.548380] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-12T20:33:38.548431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:38.548462] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:38.548488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:38.548543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:38.606808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:38.607649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:38.607729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:38.607762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:38.730124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:38.730281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:38.730322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:38.730350] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:38.733791] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-12T20:33:38.734098] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-12T20:33:38.734228] [INFO ] [sig       ] TNK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:38.877462] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TNK.txt
[2025-12-12T20:33:38.877631] [INFO ] [sig       ] [3186/3596] Completed TNK in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:38.877672] [INFO ] [sig       ] [3187/3596] Forecasting TNL...
[2025-12-12T20:33:38.877702] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-12T20:33:38.877732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-12T20:33:38.889068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-12T20:33:38.889616] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-12T20:33:38.890630] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-12T20:33:38.890681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:38.890714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:38.890740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:38.890795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:38.950762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:38.951739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:38.951820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:38.951860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:39.083853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:39.084006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:39.084045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:39.084073] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:39.087585] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-12T20:33:39.087872] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-12T20:33:39.088018] [INFO ] [sig       ] TNL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:39.229630] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TNL.txt
[2025-12-12T20:33:39.229760] [INFO ] [sig       ] [3187/3596] Completed TNL in 0.4s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:39.229797] [INFO ] [sig       ] [3188/3596] Forecasting TNON...
[2025-12-12T20:33:39.229826] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-12T20:33:39.229883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-12T20:33:39.242043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-12T20:33:39.242541] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-12T20:33:39.243339] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-12T20:33:39.243401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:39.243433] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:39.243459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:39.243514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:39.301881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:39.302697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:39.302772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:39.302803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:39.431018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:39.431204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:39.431254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:39.431315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:39.434776] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-12T20:33:39.435239] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-12T20:33:39.435363] [INFO ] [sig       ] TNON: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:39.588793] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TNON.txt
[2025-12-12T20:33:39.588986] [INFO ] [sig       ] [3188/3596] Completed TNON in 0.4s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:39.589059] [INFO ] [sig       ] [3189/3596] Forecasting TNXP...
[2025-12-12T20:33:39.589105] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-12T20:33:39.589140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-12T20:33:39.601658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-12T20:33:39.602060] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-12T20:33:39.603053] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-12T20:33:39.603113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:39.603150] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:39.603180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:39.603251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:39.668634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:39.669483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:39.669566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:39.669619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:39.792754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:39.792911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:39.792950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:39.792978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:39.796272] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-12T20:33:39.796549] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-12T20:33:39.796694] [INFO ] [sig       ] TNXP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:39.937902] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TNXP.txt
[2025-12-12T20:33:39.938083] [INFO ] [sig       ] [3189/3596] Completed TNXP in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:39.938121] [INFO ] [sig       ] [3190/3596] Forecasting TNYA...
[2025-12-12T20:33:39.938151] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-12T20:33:39.938181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-12T20:33:39.949733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-12T20:33:39.950060] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-12T20:33:39.950849] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-12T20:33:39.950901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:39.950933] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:39.950960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:39.951018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:40.012653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:40.013651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:40.013752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:40.013802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:40.164801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:40.165181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:40.165223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:40.165252] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:40.169396] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=45.65%)
[2025-12-12T20:33:40.169690] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-12T20:33:40.169816] [INFO ] [sig       ] TNYA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:40.308761] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TNYA.txt
[2025-12-12T20:33:40.308917] [INFO ] [sig       ] [3190/3596] Completed TNYA in 0.4s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:40.308954] [INFO ] [sig       ] [3191/3596] Forecasting TOI...
[2025-12-12T20:33:40.308982] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-12T20:33:40.309014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-12T20:33:40.320587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-12T20:33:40.320924] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-12T20:33:40.321708] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-12T20:33:40.321759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:40.321790] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:40.321816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:40.321870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:40.381866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:40.382925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:40.383005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:40.383225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:40.512786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:40.512941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:40.512982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:40.513011] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:40.517078] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-12T20:33:40.517540] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-12T20:33:40.517682] [INFO ] [sig       ] TOI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:40.668312] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TOI.txt
[2025-12-12T20:33:40.668467] [INFO ] [sig       ] [3191/3596] Completed TOI in 0.4s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:40.668511] [INFO ] [sig       ] [3192/3596] Forecasting TOL...
[2025-12-12T20:33:40.668541] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-12T20:33:40.668588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-12T20:33:40.682006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-12T20:33:40.682552] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-12T20:33:40.683381] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-12T20:33:40.683436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:40.683467] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:40.683494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:40.683548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:40.748270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:40.749163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:40.749242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:40.749274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:40.875842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:40.875996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:40.876036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:40.876065] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:40.879669] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-12T20:33:40.879998] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-12T20:33:40.880133] [INFO ] [sig       ] TOL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:41.030071] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TOL.txt
[2025-12-12T20:33:41.030430] [INFO ] [sig       ] [3192/3596] Completed TOL in 0.4s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:41.030469] [INFO ] [sig       ] [3193/3596] Forecasting TORO...
[2025-12-12T20:33:41.030500] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-12T20:33:41.030529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-12T20:33:41.043414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-12T20:33:41.043795] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-12T20:33:41.044831] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-12T20:33:41.044885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:41.044917] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:41.044943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:41.044998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:41.106750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:41.107614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:41.107697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:41.107730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:41.246073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:41.246221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:41.246265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:41.246294] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:41.249682] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-12T20:33:41.249987] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-12T20:33:41.250131] [INFO ] [sig       ] TORO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:41.400425] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TORO.txt
[2025-12-12T20:33:41.400594] [INFO ] [sig       ] [3193/3596] Completed TORO in 0.4s | 2.86 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-12T20:33:41.400635] [INFO ] [sig       ] [3194/3596] Forecasting TOWN...
[2025-12-12T20:33:41.400665] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-12T20:33:41.400695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-12T20:33:41.412332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-12T20:33:41.412671] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-12T20:33:41.413435] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-12T20:33:41.413485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:41.413516] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:41.413543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:41.413619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:41.473448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:41.474512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:41.474611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:41.474645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:41.600239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:41.600388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:41.600426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:41.600454] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:41.603971] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=80.32%)
[2025-12-12T20:33:41.604240] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-12T20:33:41.604358] [INFO ] [sig       ] TOWN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:41.745487] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TOWN.txt
[2025-12-12T20:33:41.745639] [INFO ] [sig       ] [3194/3596] Completed TOWN in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-12T20:33:41.745688] [INFO ] [sig       ] [3195/3596] Forecasting TOYO...
[2025-12-12T20:33:41.745718] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-12T20:33:41.745748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-12T20:33:41.757868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-12T20:33:41.758193] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-12T20:33:41.758963] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-12T20:33:41.759015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:41.759046] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:41.759072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:41.759127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:41.815530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:41.816195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:41.816295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:41.816327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:41.926114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:41.926255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:41.926311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:41.926340] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:41.929636] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-12T20:33:41.929935] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-12T20:33:41.930060] [INFO ] [sig       ] TOYO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:42.072218] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TOYO.txt
[2025-12-12T20:33:42.072378] [INFO ] [sig       ] [3195/3596] Completed TOYO in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-12T20:33:42.072416] [INFO ] [sig       ] [3196/3596] Forecasting TPB...
[2025-12-12T20:33:42.072446] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-12T20:33:42.072477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-12T20:33:42.085257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-12T20:33:42.085591] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-12T20:33:42.086351] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-12T20:33:42.086402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:42.086434] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:42.086459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:42.086513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:42.144866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:42.145466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:42.145541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:42.145588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:42.262393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:42.262544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:42.262602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:42.262632] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:42.265888] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-12T20:33:42.266160] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-12T20:33:42.266277] [INFO ] [sig       ] TPB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:42.402201] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TPB.txt
[2025-12-12T20:33:42.402339] [INFO ] [sig       ] [3196/3596] Completed TPB in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-12T20:33:42.402377] [INFO ] [sig       ] [3197/3596] Forecasting TPC...
[2025-12-12T20:33:42.402405] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-12T20:33:42.402436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-12T20:33:42.414222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-12T20:33:42.414567] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-12T20:33:42.415386] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-12T20:33:42.415438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:42.415468] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:42.415494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:42.415549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:42.476562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:42.477428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:42.477525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:42.477557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:42.599715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:42.599878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:42.599917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:42.599945] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:42.603300] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-12T20:33:42.603595] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-12T20:33:42.603719] [INFO ] [sig       ] TPC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:42.748170] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TPC.txt
[2025-12-12T20:33:42.748324] [INFO ] [sig       ] [3197/3596] Completed TPC in 0.3s | 2.86 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-12T20:33:42.748361] [INFO ] [sig       ] [3198/3596] Forecasting TPG...
[2025-12-12T20:33:42.748390] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-12T20:33:42.748420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-12T20:33:42.760661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-12T20:33:42.761003] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-12T20:33:42.761788] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-12T20:33:42.761838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:42.761870] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:42.761896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:42.761960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:42.820493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:42.821361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:42.821442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:42.821473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:42.940556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:42.940722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:42.940761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:42.940789] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:42.944028] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2025-12-12T20:33:42.944456] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-12T20:33:42.944591] [INFO ] [sig       ] TPG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:43.083836] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TPG.txt
[2025-12-12T20:33:43.084027] [INFO ] [sig       ] [3198/3596] Completed TPG in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:43.084066] [INFO ] [sig       ] [3199/3596] Forecasting TPGXL...
[2025-12-12T20:33:43.084096] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-12T20:33:43.084128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-12T20:33:43.094999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-12T20:33:43.095318] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-12T20:33:43.096094] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-12T20:33:43.096144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:43.096188] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:43.096216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:43.096272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:43.154040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:43.154860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:43.154937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:43.154968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:43.270430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:43.270595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:43.270639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:43.270668] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:43.274598] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-12T20:33:43.274878] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-12T20:33:43.275000] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:43.420632] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TPGXL.txt
[2025-12-12T20:33:43.420791] [INFO ] [sig       ] [3199/3596] Completed TPGXL in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:43.420833] [INFO ] [sig       ] [3200/3596] Forecasting TPH...
[2025-12-12T20:33:43.420867] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-12T20:33:43.420898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-12T20:33:43.432451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-12T20:33:43.432785] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-12T20:33:43.433528] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-12T20:33:43.433598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:43.433631] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:43.433667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:43.433722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:43.493999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:43.494843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:43.494923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:43.494955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:43.611908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:43.612067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:43.612112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:43.612143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:43.615492] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-12T20:33:43.615789] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-12T20:33:43.615910] [INFO ] [sig       ] TPH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:43.763615] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TPH.txt
[2025-12-12T20:33:43.763773] [INFO ] [sig       ] [3200/3596] Completed TPH in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:43.763812] [INFO ] [sig       ] [3201/3596] Forecasting TPL...
[2025-12-12T20:33:43.763841] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-12T20:33:43.763872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-12T20:33:43.776013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-12T20:33:43.776363] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-12T20:33:43.777153] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-12T20:33:43.777205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:43.777237] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:43.777263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:43.777317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:43.839091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:43.839942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:43.840020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:43.840052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:43.971647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:43.971813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:43.971855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:43.971883] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:43.975480] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-12T20:33:43.975814] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-12T20:33:43.975943] [INFO ] [sig       ] TPL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:44.123489] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TPL.txt
[2025-12-12T20:33:44.123667] [INFO ] [sig       ] [3201/3596] Completed TPL in 0.4s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:44.123709] [INFO ] [sig       ] [3202/3596] Forecasting TPVG...
[2025-12-12T20:33:44.123753] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-12T20:33:44.123792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-12T20:33:44.136330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-12T20:33:44.136961] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-12T20:33:44.138031] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-12T20:33:44.138098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:44.138191] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:44.138236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:44.138318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:44.201956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:44.203039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:44.203119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:44.203152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:44.327195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:44.327338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:44.327376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:44.327403] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:44.330737] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-12-12T20:33:44.331023] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-12T20:33:44.331166] [INFO ] [sig       ] TPVG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:44.469392] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TPVG.txt
[2025-12-12T20:33:44.469532] [INFO ] [sig       ] [3202/3596] Completed TPVG in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:44.469590] [INFO ] [sig       ] [3203/3596] Forecasting TPYP...
[2025-12-12T20:33:44.469630] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-12T20:33:44.469662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-12T20:33:44.480115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-12T20:33:44.480392] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-12T20:33:44.481185] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-12T20:33:44.481236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:44.481267] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:44.481293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:44.481348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:44.538000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:44.538629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:44.538705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:44.538736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:44.652599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:44.652737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:44.652776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:44.652804] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:44.656059] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-12T20:33:44.656327] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-12T20:33:44.656442] [INFO ] [sig       ] TPYP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:44.795011] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TPYP.txt
[2025-12-12T20:33:44.795151] [INFO ] [sig       ] [3203/3596] Completed TPYP in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:44.795188] [INFO ] [sig       ] [3204/3596] Forecasting TPZ...
[2025-12-12T20:33:44.795218] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-12T20:33:44.795249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-12T20:33:44.805707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-12T20:33:44.805965] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-12T20:33:44.806723] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-12T20:33:44.806773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:44.806805] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:44.806831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:44.806886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:44.863511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:44.864114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:44.864186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:44.864217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:44.972402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:44.972553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:44.972610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:44.972639] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:44.975917] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-12-12T20:33:44.976216] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-12T20:33:44.976337] [INFO ] [sig       ] TPZ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:45.113222] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TPZ.txt
[2025-12-12T20:33:45.113359] [INFO ] [sig       ] [3204/3596] Completed TPZ in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:45.113397] [INFO ] [sig       ] [3205/3596] Forecasting TQQQ...
[2025-12-12T20:33:45.113425] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-12T20:33:45.113456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-12T20:33:45.124332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-12T20:33:45.124633] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-12T20:33:45.125370] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-12T20:33:45.125420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:45.125450] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:45.125476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:45.125530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:45.190529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:45.191376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:45.191454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:45.191485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:45.314218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:45.314371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:45.314411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:45.314472] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:45.317951] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=28.66%)
[2025-12-12T20:33:45.318258] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-12T20:33:45.318401] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:45.460731] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TQQQ.txt
[2025-12-12T20:33:45.460869] [INFO ] [sig       ] [3205/3596] Completed TQQQ in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:45.460908] [INFO ] [sig       ] [3206/3596] Forecasting TRC...
[2025-12-12T20:33:45.460937] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-12T20:33:45.460967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-12T20:33:45.473077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-12T20:33:45.473398] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-12T20:33:45.474200] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-12T20:33:45.474251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:45.474281] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:45.474306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:45.474361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:45.534469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:45.535324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:45.535421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:45.535464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:45.656348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:45.656494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:45.656532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:45.656607] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:45.659967] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=66.54%)
[2025-12-12T20:33:45.660247] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-12T20:33:45.660366] [INFO ] [sig       ] TRC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:45.803589] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRC.txt
[2025-12-12T20:33:45.803746] [INFO ] [sig       ] [3206/3596] Completed TRC in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:45.803784] [INFO ] [sig       ] [3207/3596] Forecasting TRDA...
[2025-12-12T20:33:45.803812] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-12T20:33:45.803844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-12T20:33:45.815048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-12T20:33:45.815418] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-12T20:33:45.816240] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-12T20:33:45.816290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:45.816321] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:45.816346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:45.816401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:45.875569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:45.876441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:45.876524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:45.876557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:46.000224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:46.000557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:46.000615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:46.000645] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:46.004122] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-12T20:33:46.004566] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-12T20:33:46.004722] [INFO ] [sig       ] TRDA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:46.148297] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRDA.txt
[2025-12-12T20:33:46.148456] [INFO ] [sig       ] [3207/3596] Completed TRDA in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:46.148495] [INFO ] [sig       ] [3208/3596] Forecasting TREE...
[2025-12-12T20:33:46.148526] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-12T20:33:46.148558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-12T20:33:46.160875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-12T20:33:46.161219] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-12T20:33:46.162436] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-12T20:33:46.162488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:46.162519] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:46.162544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:46.162626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:46.222416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:46.223205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:46.223285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:46.223335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:46.352523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:46.352714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:46.352770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:46.352812] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:46.356701] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-12T20:33:46.357091] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-12T20:33:46.357247] [INFO ] [sig       ] TREE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:46.511210] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TREE.txt
[2025-12-12T20:33:46.511363] [INFO ] [sig       ] [3208/3596] Completed TREE in 0.4s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:46.511403] [INFO ] [sig       ] [3209/3596] Forecasting TREX...
[2025-12-12T20:33:46.511432] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-12T20:33:46.511461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-12T20:33:46.522892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-12T20:33:46.523237] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-12T20:33:46.524061] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-12T20:33:46.524115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:46.524146] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:46.524172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:46.524229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:46.582322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:46.583192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:46.583272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:46.583302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:46.715064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:46.715218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:46.715257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:46.715285] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:46.718552] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=20.89%)
[2025-12-12T20:33:46.718843] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-12T20:33:46.718963] [INFO ] [sig       ] TREX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:46.858730] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TREX.txt
[2025-12-12T20:33:46.858888] [INFO ] [sig       ] [3209/3596] Completed TREX in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:46.858926] [INFO ] [sig       ] [3210/3596] Forecasting TRGP...
[2025-12-12T20:33:46.858955] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-12T20:33:46.858984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-12T20:33:46.870868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-12T20:33:46.871437] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-12T20:33:46.872283] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-12T20:33:46.872337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:46.872368] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:46.872395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:46.872466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:46.930999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:46.931816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:46.931897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:46.931929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:47.049801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:47.049964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:47.050003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:47.050031] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:47.053363] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-12-12T20:33:47.053656] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-12T20:33:47.053778] [INFO ] [sig       ] TRGP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:47.195266] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRGP.txt
[2025-12-12T20:33:47.195399] [INFO ] [sig       ] [3210/3596] Completed TRGP in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-12T20:33:47.195437] [INFO ] [sig       ] [3211/3596] Forecasting TRI...
[2025-12-12T20:33:47.195465] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-12T20:33:47.195495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-12T20:33:47.207066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-12T20:33:47.207350] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-12T20:33:47.208131] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-12T20:33:47.208181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:47.208212] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:47.208238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:47.208293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:47.265484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:47.266181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:47.266262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:47.266292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:47.392254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:47.392419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:47.392459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:47.392487] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:47.395949] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-12T20:33:47.396222] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-12T20:33:47.396347] [INFO ] [sig       ] TRI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:47.563237] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TRI.txt
[2025-12-12T20:33:47.563423] [INFO ] [sig       ] [3211/3596] Completed TRI in 0.4s | 2.86 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-12T20:33:47.563481] [INFO ] [sig       ] [3212/3596] Forecasting TRIN...
[2025-12-12T20:33:47.563520] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-12T20:33:47.563552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-12T20:33:47.576357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-12T20:33:47.576716] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-12T20:33:47.577538] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-12T20:33:47.577621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:47.577656] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:47.577684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:47.577739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:47.643518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:47.644407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:47.644521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:47.644556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:47.779395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:47.779566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:47.779649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:47.779691] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:47.783923] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-12-12T20:33:47.784250] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-12T20:33:47.784401] [INFO ] [sig       ] TRIN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:47.936887] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRIN.txt
[2025-12-12T20:33:47.937033] [INFO ] [sig       ] [3212/3596] Completed TRIN in 0.4s | 2.86 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-12T20:33:47.937083] [INFO ] [sig       ] [3213/3596] Forecasting TRIP...
[2025-12-12T20:33:47.937133] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-12T20:33:47.937175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-12T20:33:47.949237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-12T20:33:47.949629] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-12T20:33:47.950485] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-12T20:33:47.950540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:47.950606] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:47.950639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:47.950695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:48.012354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:48.013150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:48.013232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:48.013266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:48.132742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:48.132897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:48.132937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:48.132965] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:48.136887] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-12T20:33:48.137170] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-12T20:33:48.137483] [INFO ] [sig       ] TRIP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:48.277524] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRIP.txt
[2025-12-12T20:33:48.277697] [INFO ] [sig       ] [3213/3596] Completed TRIP in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-12T20:33:48.277737] [INFO ] [sig       ] [3214/3596] Forecasting TRMB...
[2025-12-12T20:33:48.277766] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-12T20:33:48.277797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-12T20:33:48.289041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-12T20:33:48.289391] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-12T20:33:48.290220] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-12T20:33:48.290272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:48.290303] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:48.290328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:48.290383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:48.347325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:48.348088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:48.348169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:48.348200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:48.469776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:48.469951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:48.469990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:48.470018] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:48.473392] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-12T20:33:48.473687] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-12T20:33:48.473811] [INFO ] [sig       ] TRMB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:48.612037] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TRMB.txt
[2025-12-12T20:33:48.612203] [INFO ] [sig       ] [3214/3596] Completed TRMB in 0.3s | 2.86 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-12T20:33:48.612249] [INFO ] [sig       ] [3215/3596] Forecasting TRMD...
[2025-12-12T20:33:48.612285] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-12T20:33:48.612320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-12T20:33:48.624597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-12T20:33:48.624970] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-12T20:33:48.625771] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-12T20:33:48.625827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:48.625859] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:48.625885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:48.625940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:48.684414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:48.685293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:48.685387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:48.685418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:48.803828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:48.803976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:48.804015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:48.804044] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:48.807401] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-12T20:33:48.807694] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-12T20:33:48.807814] [INFO ] [sig       ] TRMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:48.948911] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRMD.txt
[2025-12-12T20:33:48.949109] [INFO ] [sig       ] [3215/3596] Completed TRMD in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:48.949152] [INFO ] [sig       ] [3216/3596] Forecasting TRMK...
[2025-12-12T20:33:48.949183] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-12T20:33:48.949213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-12T20:33:48.960276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-12T20:33:48.960621] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-12T20:33:48.961447] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-12T20:33:48.961499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:48.961530] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:48.961557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:48.961633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:49.020348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:49.021187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:49.021278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:49.021313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:49.137518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:49.137681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:49.137721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:49.137750] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:49.141142] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-12T20:33:49.141444] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-12T20:33:49.141584] [INFO ] [sig       ] TRMK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:49.279527] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRMK.txt
[2025-12-12T20:33:49.279695] [INFO ] [sig       ] [3216/3596] Completed TRMK in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:49.279734] [INFO ] [sig       ] [3217/3596] Forecasting TRN...
[2025-12-12T20:33:49.279763] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-12T20:33:49.279795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-12T20:33:49.291196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-12T20:33:49.291556] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-12T20:33:49.292385] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-12T20:33:49.292438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:49.292470] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:49.292497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:49.292552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:49.350207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:49.351045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:49.351131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:49.351163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:49.476728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:49.476883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:49.476927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:49.476955] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:49.480382] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-12T20:33:49.480676] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-12T20:33:49.480798] [INFO ] [sig       ] TRN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:49.620230] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TRN.txt
[2025-12-12T20:33:49.620360] [INFO ] [sig       ] [3217/3596] Completed TRN in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:49.620397] [INFO ] [sig       ] [3218/3596] Forecasting TRNO...
[2025-12-12T20:33:49.620425] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-12T20:33:49.620455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-12T20:33:49.631455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-12T20:33:49.631763] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-12T20:33:49.632602] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-12T20:33:49.632654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:49.632686] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:49.632711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:49.632772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:49.690671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:49.691465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:49.691543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:49.691595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:49.817976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:49.818158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:49.818205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:49.818239] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:49.821783] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-12-12T20:33:49.822063] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-12T20:33:49.822201] [INFO ] [sig       ] TRNO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:49.968165] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TRNO.txt
[2025-12-12T20:33:49.968311] [INFO ] [sig       ] [3218/3596] Completed TRNO in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:49.968348] [INFO ] [sig       ] [3219/3596] Forecasting TRNS...
[2025-12-12T20:33:49.968376] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-12T20:33:49.968406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-12T20:33:49.980078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-12T20:33:49.980651] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-12T20:33:49.981602] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-12T20:33:49.981655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:49.981709] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:49.981738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:49.981793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:50.044595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:50.045495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:50.045600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:50.045636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:50.170660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:50.170826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:50.170865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:50.170893] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:50.174144] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-12T20:33:50.174414] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-12T20:33:50.174530] [INFO ] [sig       ] TRNS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:50.314377] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TRNS.txt
[2025-12-12T20:33:50.314528] [INFO ] [sig       ] [3219/3596] Completed TRNS in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:50.314568] [INFO ] [sig       ] [3220/3596] Forecasting TROX...
[2025-12-12T20:33:50.314619] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-12T20:33:50.314649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-12T20:33:50.327128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-12T20:33:50.327492] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-12T20:33:50.328267] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-12T20:33:50.328514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:50.328545] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:50.328594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:50.328652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:50.390857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:50.391734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:50.391813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:50.391847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:50.513491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:50.513608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:50.513648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:50.513675] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:50.517471] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-12T20:33:50.517777] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-12T20:33:50.517905] [INFO ] [sig       ] TROX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:50.660447] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TROX.txt
[2025-12-12T20:33:50.660614] [INFO ] [sig       ] [3220/3596] Completed TROX in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:50.660655] [INFO ] [sig       ] [3221/3596] Forecasting TRP...
[2025-12-12T20:33:50.660685] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-12T20:33:50.660715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-12T20:33:50.671943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-12T20:33:50.672250] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-12T20:33:50.673033] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-12T20:33:50.673083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:50.673115] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:50.673142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:50.673196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:50.738795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:50.739696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:50.739778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:50.739811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:50.864659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:50.864810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:50.864849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:50.864877] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:50.868727] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-12T20:33:50.869003] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-12T20:33:50.869122] [INFO ] [sig       ] TRP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:51.014626] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TRP.txt
[2025-12-12T20:33:51.014780] [INFO ] [sig       ] [3221/3596] Completed TRP in 0.4s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:51.014819] [INFO ] [sig       ] [3222/3596] Forecasting TRS...
[2025-12-12T20:33:51.014847] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-12T20:33:51.014880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-12T20:33:51.026258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-12T20:33:51.026780] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-12T20:33:51.027702] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-12T20:33:51.027753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:51.027783] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:51.027808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:51.027863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:51.086589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:51.087218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:51.087293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:51.087324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:51.209714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:51.209888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:51.209930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:51.209987] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:51.213362] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-12-12T20:33:51.213655] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-12T20:33:51.213780] [INFO ] [sig       ] TRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:51.354260] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRS.txt
[2025-12-12T20:33:51.354444] [INFO ] [sig       ] [3222/3596] Completed TRS in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:51.354485] [INFO ] [sig       ] [3223/3596] Forecasting TRTX...
[2025-12-12T20:33:51.354513] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-12T20:33:51.354545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-12T20:33:51.366902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-12T20:33:51.367213] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-12T20:33:51.368192] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-12T20:33:51.368256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:51.368288] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:51.368316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:51.368375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:51.429758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:51.430654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:51.430731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:51.430765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:51.559629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:51.559777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:51.559815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:51.559843] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:51.563504] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-12T20:33:51.563794] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-12T20:33:51.563913] [INFO ] [sig       ] TRTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:51.706500] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TRTX.txt
[2025-12-12T20:33:51.706667] [INFO ] [sig       ] [3223/3596] Completed TRTX in 0.4s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:51.706708] [INFO ] [sig       ] [3224/3596] Forecasting TRUE...
[2025-12-12T20:33:51.706738] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-12T20:33:51.706768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-12T20:33:51.718396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-12T20:33:51.718702] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-12T20:33:51.719449] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-12T20:33:51.719500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:51.719532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:51.719558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:51.719633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:51.779488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:51.780442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:51.780527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:51.780560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:51.908559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:51.908720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:51.908759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:51.908788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:51.912127] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2025-12-12T20:33:51.912400] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-12T20:33:51.912516] [INFO ] [sig       ] TRUE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:52.052182] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRUE.txt
[2025-12-12T20:33:52.052338] [INFO ] [sig       ] [3224/3596] Completed TRUE in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:52.052376] [INFO ] [sig       ] [3225/3596] Forecasting TRUP...
[2025-12-12T20:33:52.052406] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-12T20:33:52.052437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-12T20:33:52.064274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-12T20:33:52.064708] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-12T20:33:52.065641] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-12T20:33:52.065695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:52.065726] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:52.065752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:52.065807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:52.133847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:52.134724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:52.134804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:52.134836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:52.256137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:52.256279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:52.256319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:52.256347] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:52.259624] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-12-12T20:33:52.259903] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-12T20:33:52.260025] [INFO ] [sig       ] TRUP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:52.398338] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRUP.txt
[2025-12-12T20:33:52.398469] [INFO ] [sig       ] [3225/3596] Completed TRUP in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:52.398506] [INFO ] [sig       ] [3226/3596] Forecasting TRVG...
[2025-12-12T20:33:52.398534] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-12T20:33:52.398564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-12T20:33:52.409229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-12T20:33:52.409475] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-12T20:33:52.410256] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-12T20:33:52.410306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:52.410337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:52.410362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:52.410416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:52.467250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:52.467873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:52.467955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:52.467986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:52.582120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:52.582249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:52.582287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:52.582315] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:52.585518] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-12T20:33:52.585800] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-12T20:33:52.585919] [INFO ] [sig       ] TRVG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:52.727700] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TRVG.txt
[2025-12-12T20:33:52.727854] [INFO ] [sig       ] [3226/3596] Completed TRVG in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:52.727900] [INFO ] [sig       ] [3227/3596] Forecasting TS...
[2025-12-12T20:33:52.727932] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-12T20:33:52.727962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-12T20:33:52.740028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-12T20:33:52.740411] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-12T20:33:52.741290] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-12T20:33:52.741341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:52.741371] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:52.741397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:52.741452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:52.799643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:52.800654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:52.800737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:52.800769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:52.919705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:52.919877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:52.919917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:52.919946] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:52.923242] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-12-12T20:33:52.923525] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-12T20:33:52.923667] [INFO ] [sig       ] TS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:53.068748] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TS.txt
[2025-12-12T20:33:53.068901] [INFO ] [sig       ] [3227/3596] Completed TS in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-12T20:33:53.068940] [INFO ] [sig       ] [3228/3596] Forecasting TSBK...
[2025-12-12T20:33:53.068969] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-12T20:33:53.069000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-12T20:33:53.080225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-12T20:33:53.080618] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-12T20:33:53.081386] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-12T20:33:53.081436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:53.081467] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:53.081493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:53.081547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:53.139402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:53.140265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:53.140345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:53.140376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:53.245690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:53.245844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:53.245883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:53.245911] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:53.249253] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-12T20:33:53.249595] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-12T20:33:53.249751] [INFO ] [sig       ] TSBK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:53.402436] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSBK.txt
[2025-12-12T20:33:53.402620] [INFO ] [sig       ] [3228/3596] Completed TSBK in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-12T20:33:53.402660] [INFO ] [sig       ] [3229/3596] Forecasting TSCO...
[2025-12-12T20:33:53.402688] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-12T20:33:53.402720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-12T20:33:53.415413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-12T20:33:53.415808] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-12T20:33:53.416840] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-12T20:33:53.416892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:53.416923] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:53.416949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:53.417004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:53.476757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:53.477640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:53.477763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:53.477796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:53.604256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:53.604413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:53.604454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:53.604482] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:53.607862] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-12T20:33:53.608134] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-12T20:33:53.608272] [INFO ] [sig       ] TSCO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:53.754900] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TSCO.txt
[2025-12-12T20:33:53.755037] [INFO ] [sig       ] [3229/3596] Completed TSCO in 0.4s | 2.86 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-12T20:33:53.755075] [INFO ] [sig       ] [3230/3596] Forecasting TSDD...
[2025-12-12T20:33:53.755105] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-12T20:33:53.755136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-12T20:33:53.766301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-12T20:33:53.766630] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-12T20:33:53.767397] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-12T20:33:53.767447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:53.767478] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:53.767504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:53.767560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:53.826025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:53.826686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:53.826761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:53.826793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:53.956301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:53.956466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:53.956533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:53.956769] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:53.960692] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-12T20:33:53.960980] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-12T20:33:53.961109] [INFO ] [sig       ] TSDD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:54.108970] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TSDD.txt
[2025-12-12T20:33:54.109119] [INFO ] [sig       ] [3230/3596] Completed TSDD in 0.4s | 2.86 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-12T20:33:54.109157] [INFO ] [sig       ] [3231/3596] Forecasting TSEM...
[2025-12-12T20:33:54.109186] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-12T20:33:54.109217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-12T20:33:54.121175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-12T20:33:54.121497] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-12T20:33:54.122290] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-12T20:33:54.122342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:54.122372] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:54.122398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:54.122452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:54.183317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:54.184103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:54.184192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:54.184230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:54.303049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:54.303196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:54.303237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:54.303265] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:54.306687] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=69.75%)
[2025-12-12T20:33:54.306969] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-12T20:33:54.307092] [INFO ] [sig       ] TSEM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:54.447261] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TSEM.txt
[2025-12-12T20:33:54.447623] [INFO ] [sig       ] [3231/3596] Completed TSEM in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-12T20:33:54.447672] [INFO ] [sig       ] [3232/3596] Forecasting TSHA...
[2025-12-12T20:33:54.447702] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-12T20:33:54.447731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-12T20:33:54.459343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-12T20:33:54.459749] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-12T20:33:54.460693] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-12T20:33:54.460750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:54.460784] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:54.460811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:54.460870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:54.519592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:54.520510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:54.520620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:54.520656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:54.639839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:54.640025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:54.640066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:54.640096] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:54.643597] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-12T20:33:54.643883] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-12T20:33:54.644008] [INFO ] [sig       ] TSHA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:54.782915] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TSHA.txt
[2025-12-12T20:33:54.783092] [INFO ] [sig       ] [3232/3596] Completed TSHA in 0.3s | 2.86 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-12T20:33:54.783131] [INFO ] [sig       ] [3233/3596] Forecasting TSI...
[2025-12-12T20:33:54.783161] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-12T20:33:54.783194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-12T20:33:54.793502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-12T20:33:54.793825] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-12T20:33:54.794600] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-12T20:33:54.794651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:54.794682] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:54.794709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:54.794764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:54.851557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:54.852328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:54.852416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:54.852447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:54.966478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:54.966649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:54.966689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:54.966718] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:54.970184] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-12T20:33:54.970482] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-12T20:33:54.970627] [INFO ] [sig       ] TSI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:55.129820] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSI.txt
[2025-12-12T20:33:55.130030] [INFO ] [sig       ] [3233/3596] Completed TSI in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:55.130077] [INFO ] [sig       ] [3234/3596] Forecasting TSL...
[2025-12-12T20:33:55.130108] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-12T20:33:55.130139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-12T20:33:55.141752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-12T20:33:55.142142] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-12T20:33:55.142953] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-12T20:33:55.143005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:55.143049] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:55.143077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:55.143132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:55.203821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:55.204708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:55.204792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:55.204825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:55.323477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:55.323641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:55.323681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:55.323709] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:55.326992] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-12T20:33:55.327266] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-12T20:33:55.327388] [INFO ] [sig       ] TSL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:55.484149] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSL.txt
[2025-12-12T20:33:55.484313] [INFO ] [sig       ] [3234/3596] Completed TSL in 0.4s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:55.484354] [INFO ] [sig       ] [3235/3596] Forecasting TSLA...
[2025-12-12T20:33:55.484386] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-12T20:33:55.484419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-12T20:33:55.495652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-12T20:33:55.496025] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-12T20:33:55.496854] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-12T20:33:55.496908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:55.496942] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:55.496971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:55.497029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:55.555404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:55.556177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:55.556258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:55.556294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:55.679301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:55.679451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:55.679490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:55.679518] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:55.682962] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-12T20:33:55.683247] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-12T20:33:55.683374] [INFO ] [sig       ] TSLA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:55.826918] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSLA.txt
[2025-12-12T20:33:55.827061] [INFO ] [sig       ] [3235/3596] Completed TSLA in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:55.827098] [INFO ] [sig       ] [3236/3596] Forecasting TSLL...
[2025-12-12T20:33:55.827128] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-12T20:33:55.827157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-12T20:33:55.838463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-12T20:33:55.838785] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-12T20:33:55.839540] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-12T20:33:55.839609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:55.839665] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:55.839693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:55.839753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:55.896407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:55.897182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:55.897260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:55.897292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:56.018013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:56.018173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:56.018213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:56.018241] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:56.022104] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-12-12T20:33:56.022408] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-12T20:33:56.022538] [INFO ] [sig       ] TSLL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:56.167945] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSLL.txt
[2025-12-12T20:33:56.168097] [INFO ] [sig       ] [3236/3596] Completed TSLL in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:56.168135] [INFO ] [sig       ] [3237/3596] Forecasting TSLQ...
[2025-12-12T20:33:56.168165] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-12T20:33:56.168197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-12T20:33:56.179836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-12T20:33:56.180145] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-12T20:33:56.180987] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-12T20:33:56.181039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:56.181072] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:56.181100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:56.181157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:56.241078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:56.241971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:56.242055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:56.242089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:56.361694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:56.361838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:56.361877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:56.361905] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:56.365186] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-12T20:33:56.365479] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-12T20:33:56.365613] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:56.514357] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TSLQ.txt
[2025-12-12T20:33:56.514512] [INFO ] [sig       ] [3237/3596] Completed TSLQ in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:56.514761] [INFO ] [sig       ] [3238/3596] Forecasting TSLS...
[2025-12-12T20:33:56.514798] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-12T20:33:56.514831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-12T20:33:56.526761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-12T20:33:56.527078] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-12T20:33:56.527919] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-12T20:33:56.527972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:56.528005] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:56.528032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:56.528089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:56.588159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:56.588986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:56.589067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:56.589102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:56.710962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:56.711107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:56.711145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:56.711173] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:56.714897] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-12-12T20:33:56.715192] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-12T20:33:56.715314] [INFO ] [sig       ] TSLS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:56.860317] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSLS.txt
[2025-12-12T20:33:56.860459] [INFO ] [sig       ] [3238/3596] Completed TSLS in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:56.860499] [INFO ] [sig       ] [3239/3596] Forecasting TSLX...
[2025-12-12T20:33:56.860530] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-12T20:33:56.860563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-12T20:33:56.871436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-12T20:33:56.871744] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-12T20:33:56.872559] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-12T20:33:56.872637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:56.872670] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:56.872697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:56.872754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:56.931327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:56.932182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:56.932267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:56.932308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:57.057885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:57.058043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:57.058084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:57.058153] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:57.061709] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=17.36%)
[2025-12-12T20:33:57.062015] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-12T20:33:57.062150] [INFO ] [sig       ] TSLX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:57.211220] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSLX.txt
[2025-12-12T20:33:57.211371] [INFO ] [sig       ] [3239/3596] Completed TSLX in 0.4s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:57.211410] [INFO ] [sig       ] [3240/3596] Forecasting TSM...
[2025-12-12T20:33:57.211438] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-12T20:33:57.211467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-12T20:33:57.222935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-12T20:33:57.223209] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-12T20:33:57.223975] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-12T20:33:57.224025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:57.224055] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:57.224080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:57.224135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:57.281700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:57.282458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:57.282538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:57.282589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:57.409134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:57.409290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:57.409330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:57.409357] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:57.412980] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-12-12T20:33:57.413260] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-12T20:33:57.413406] [INFO ] [sig       ] TSM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:57.555255] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TSM.txt
[2025-12-12T20:33:57.555399] [INFO ] [sig       ] [3240/3596] Completed TSM in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:57.555438] [INFO ] [sig       ] [3241/3596] Forecasting TSN...
[2025-12-12T20:33:57.555465] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-12T20:33:57.555495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-12T20:33:57.566355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-12T20:33:57.566680] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-12T20:33:57.567432] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-12T20:33:57.567482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:57.567513] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:57.567539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:57.567618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:57.628211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:57.629196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:57.629274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:57.629305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:57.754765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:57.754916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:57.754955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:57.754999] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:57.758834] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=71.29%)
[2025-12-12T20:33:57.759108] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-12T20:33:57.759226] [INFO ] [sig       ] TSN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:57.904806] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TSN.txt
[2025-12-12T20:33:57.904964] [INFO ] [sig       ] [3241/3596] Completed TSN in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:57.905003] [INFO ] [sig       ] [3242/3596] Forecasting TSQ...
[2025-12-12T20:33:57.905033] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-12T20:33:57.905064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-12T20:33:57.916943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-12T20:33:57.917281] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-12T20:33:57.918065] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-12T20:33:57.918116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:57.918147] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:57.918172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:57.918230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:57.980328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:57.981166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:57.981244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:57.981275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:58.118279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:58.118431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:58.118680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:58.118709] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:58.122170] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-12T20:33:58.122482] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-12T20:33:58.122829] [INFO ] [sig       ] TSQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:58.273094] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TSQ.txt
[2025-12-12T20:33:58.273257] [INFO ] [sig       ] [3242/3596] Completed TSQ in 0.4s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:58.273295] [INFO ] [sig       ] [3243/3596] Forecasting TTC...
[2025-12-12T20:33:58.273325] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-12T20:33:58.273357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-12T20:33:58.285249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-12T20:33:58.285616] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-12T20:33:58.286377] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-12T20:33:58.286427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:58.286458] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:58.286684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:58.286744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:58.346160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:58.347003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:58.347082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:58.347131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:58.469088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:58.469241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:58.469279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:58.469314] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:58.472709] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=28.90%)
[2025-12-12T20:33:58.472989] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-12T20:33:58.473110] [INFO ] [sig       ] TTC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:58.618632] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TTC.txt
[2025-12-12T20:33:58.618789] [INFO ] [sig       ] [3243/3596] Completed TTC in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:58.618827] [INFO ] [sig       ] [3244/3596] Forecasting TTD...
[2025-12-12T20:33:58.618856] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-12T20:33:58.618889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-12T20:33:58.630316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-12T20:33:58.630873] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-12T20:33:58.631867] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-12T20:33:58.631920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:58.631952] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:58.631977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:58.632033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:58.696466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:58.697301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:58.697379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:58.697411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:58.817804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:58.817940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:58.817977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:58.818003] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:58.821255] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-12-12T20:33:58.821533] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-12T20:33:58.821672] [INFO ] [sig       ] TTD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:58.965258] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TTD.txt
[2025-12-12T20:33:58.965414] [INFO ] [sig       ] [3244/3596] Completed TTD in 0.3s | 2.86 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-12T20:33:58.965454] [INFO ] [sig       ] [3245/3596] Forecasting TTE...
[2025-12-12T20:33:58.965483] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-12T20:33:58.965515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-12T20:33:58.977409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-12T20:33:58.977696] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-12T20:33:58.978466] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-12T20:33:58.978518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:58.978550] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:58.978597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:58.978670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:59.036226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:59.037059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:59.037141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:59.037173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:59.160528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:59.160698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:59.160738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:59.160765] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:59.164911] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-12T20:33:59.165197] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-12T20:33:59.165319] [INFO ] [sig       ] TTE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:33:59.322639] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TTE.txt
[2025-12-12T20:33:59.322808] [INFO ] [sig       ] [3245/3596] Completed TTE in 0.4s | 2.86 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-12T20:33:59.322848] [INFO ] [sig       ] [3246/3596] Forecasting TTEC...
[2025-12-12T20:33:59.322878] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-12T20:33:59.322909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-12T20:33:59.334707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-12T20:33:59.335107] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-12T20:33:59.335969] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-12T20:33:59.336022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:59.336054] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:59.336081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:59.336137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:59.393285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:59.394215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:59.394358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:59.394408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:59.530885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:59.531056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:59.531103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:59.531132] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:59.534977] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-12T20:33:59.535315] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-12T20:33:59.535479] [INFO ] [sig       ] TTEC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:33:59.727861] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TTEC.txt
[2025-12-12T20:33:59.728113] [INFO ] [sig       ] [3246/3596] Completed TTEC in 0.4s | 2.86 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-12T20:33:59.728180] [INFO ] [sig       ] [3247/3596] Forecasting TTEK...
[2025-12-12T20:33:59.728230] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-12T20:33:59.728283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-12T20:33:59.741315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-12T20:33:59.741789] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-12T20:33:59.742823] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-12T20:33:59.742895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:33:59.742929] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:33:59.742956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:33:59.743014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:33:59.818802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:33:59.820070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:33:59.820191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:33:59.820241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:33:59.984778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:33:59.984966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:33:59.985034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:33:59.985086] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:33:59.991052] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-12T20:33:59.991644] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-12T20:33:59.991867] [INFO ] [sig       ] TTEK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:00.220091] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TTEK.txt
[2025-12-12T20:34:00.220345] [INFO ] [sig       ] [3247/3596] Completed TTEK in 0.5s | 2.86 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-12T20:34:00.220406] [INFO ] [sig       ] [3248/3596] Forecasting TTI...
[2025-12-12T20:34:00.220454] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-12T20:34:00.220504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-12T20:34:00.237891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-12T20:34:00.238334] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-12T20:34:00.239250] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-12T20:34:00.239309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:00.239342] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:00.239371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:00.239429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:00.327246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:00.328459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:00.328601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:00.328655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:00.491205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:00.491374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:00.491419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:00.491448] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:00.495086] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-12T20:34:00.495419] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-12T20:34:00.495560] [INFO ] [sig       ] TTI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:00.688810] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TTI.txt
[2025-12-12T20:34:00.689033] [INFO ] [sig       ] [3248/3596] Completed TTI in 0.5s | 2.86 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-12T20:34:00.689100] [INFO ] [sig       ] [3249/3596] Forecasting TTMI...
[2025-12-12T20:34:00.689153] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-12T20:34:00.689208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-12T20:34:00.702817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-12T20:34:00.703295] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-12T20:34:00.704453] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-12T20:34:00.704522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:00.704594] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:00.704645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:00.704734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:00.795536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:00.796720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:00.796829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:00.796874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:00.918865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:00.919034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:00.919074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:00.919105] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:00.922527] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-12T20:34:00.922869] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-12T20:34:00.923000] [INFO ] [sig       ] TTMI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:01.070269] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TTMI.txt
[2025-12-12T20:34:01.070453] [INFO ] [sig       ] [3249/3596] Completed TTMI in 0.4s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:01.070493] [INFO ] [sig       ] [3250/3596] Forecasting TTSH...
[2025-12-12T20:34:01.070528] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-12T20:34:01.070558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-12T20:34:01.081528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-12T20:34:01.081892] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-12T20:34:01.082722] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-12T20:34:01.082775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:01.082808] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:01.082835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:01.082891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:01.144027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:01.144762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:01.144837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:01.144869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:01.264583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:01.264739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:01.264778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:01.264806] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:01.268275] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-12T20:34:01.268551] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-12T20:34:01.268691] [INFO ] [sig       ] TTSH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:01.409100] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TTSH.txt
[2025-12-12T20:34:01.409262] [INFO ] [sig       ] [3250/3596] Completed TTSH in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:01.409302] [INFO ] [sig       ] [3251/3596] Forecasting TTWO...
[2025-12-12T20:34:01.409332] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-12T20:34:01.409362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-12T20:34:01.421998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-12T20:34:01.422347] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-12T20:34:01.423130] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-12T20:34:01.423180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:01.423212] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:01.423238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:01.423294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:01.486160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:01.487052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:01.487131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:01.487163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:01.614334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:01.614505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:01.614552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:01.614608] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:01.618031] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-12T20:34:01.618318] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-12T20:34:01.618447] [INFO ] [sig       ] TTWO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:01.774021] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TTWO.txt
[2025-12-12T20:34:01.774180] [INFO ] [sig       ] [3251/3596] Completed TTWO in 0.4s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:01.774218] [INFO ] [sig       ] [3252/3596] Forecasting TUGN...
[2025-12-12T20:34:01.774247] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-12T20:34:01.774279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-12T20:34:01.786768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-12T20:34:01.787176] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-12T20:34:01.788001] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-12T20:34:01.788055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:01.788113] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:01.788145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:01.788199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:01.857134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:01.858016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:01.858097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:01.858130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:01.974867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:01.975027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:01.975069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:01.975099] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:01.978895] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=54.96%)
[2025-12-12T20:34:01.979181] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-12T20:34:01.979307] [INFO ] [sig       ] TUGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:02.139908] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TUGN.txt
[2025-12-12T20:34:02.140094] [INFO ] [sig       ] [3252/3596] Completed TUGN in 0.4s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:02.140138] [INFO ] [sig       ] [3253/3596] Forecasting TUSK...
[2025-12-12T20:34:02.140168] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-12T20:34:02.140198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-12T20:34:02.152680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-12T20:34:02.153085] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-12T20:34:02.153880] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-12T20:34:02.153932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:02.153989] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:02.154017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:02.154072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:02.211033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:02.211913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:02.211995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:02.212027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:02.332133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:02.332285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:02.332322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:02.332350] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:02.335668] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-12T20:34:02.335943] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-12T20:34:02.336063] [INFO ] [sig       ] TUSK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:02.473755] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TUSK.txt
[2025-12-12T20:34:02.473903] [INFO ] [sig       ] [3253/3596] Completed TUSK in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:02.473941] [INFO ] [sig       ] [3254/3596] Forecasting TVC...
[2025-12-12T20:34:02.473970] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-12T20:34:02.474000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-12T20:34:02.485302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-12T20:34:02.485643] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-12T20:34:02.486438] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-12T20:34:02.486491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:02.486524] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:02.486550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:02.486624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:02.546172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:02.547236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:02.547316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:02.547351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:02.658253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:02.658400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:02.658448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:02.658481] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:02.661983] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-12T20:34:02.662247] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-12T20:34:02.662375] [INFO ] [sig       ] TVC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:02.807459] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TVC.txt
[2025-12-12T20:34:02.807634] [INFO ] [sig       ] [3254/3596] Completed TVC in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:02.807674] [INFO ] [sig       ] [3255/3596] Forecasting TVE...
[2025-12-12T20:34:02.807703] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-12T20:34:02.807734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-12T20:34:02.819855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-12T20:34:02.820170] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-12T20:34:02.820973] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-12T20:34:02.821024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:02.821055] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:02.821081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:02.821136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:02.880227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:02.880995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:02.881079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:02.881114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:02.988177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:02.988321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:02.988361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:02.988388] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:02.992680] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-12T20:34:02.993210] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-12T20:34:02.993346] [INFO ] [sig       ] TVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:03.141166] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TVE.txt
[2025-12-12T20:34:03.141317] [INFO ] [sig       ] [3255/3596] Completed TVE in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:03.141383] [INFO ] [sig       ] [3256/3596] Forecasting TVTX...
[2025-12-12T20:34:03.141419] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-12T20:34:03.141454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-12T20:34:03.153373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-12T20:34:03.153739] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-12T20:34:03.154888] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-12T20:34:03.154943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:03.154975] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:03.155002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:03.155058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:03.215809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:03.216562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:03.216658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:03.216692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:03.341197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:03.341339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:03.341377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:03.341434] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:03.345237] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=84.34%)
[2025-12-12T20:34:03.345530] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-12T20:34:03.345689] [INFO ] [sig       ] TVTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:03.484813] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TVTX.txt
[2025-12-12T20:34:03.484950] [INFO ] [sig       ] [3256/3596] Completed TVTX in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:03.484988] [INFO ] [sig       ] [3257/3596] Forecasting TWFG...
[2025-12-12T20:34:03.485017] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-12T20:34:03.485048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-12T20:34:03.496059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-12T20:34:03.496340] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-12T20:34:03.497116] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-12T20:34:03.497167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:03.497198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:03.497224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:03.497279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:03.557198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:03.557859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:03.557935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:03.557967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:03.680718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:03.680869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:03.680908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:03.680935] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:03.684348] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-12T20:34:03.684636] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-12T20:34:03.684909] [INFO ] [sig       ] TWFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:03.826838] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TWFG.txt
[2025-12-12T20:34:03.826976] [INFO ] [sig       ] [3257/3596] Completed TWFG in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:03.827013] [INFO ] [sig       ] [3258/3596] Forecasting TWG...
[2025-12-12T20:34:03.827041] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-12T20:34:03.827072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-12T20:34:03.838200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-12T20:34:03.838504] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-12T20:34:03.839263] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-12T20:34:03.839324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:03.839355] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:03.839382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:03.839437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:03.899152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:03.899817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:03.899908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:03.899941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:04.014988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:04.015135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:04.015173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:04.015202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:04.018711] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-12T20:34:04.018980] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-12T20:34:04.019099] [INFO ] [sig       ] TWG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:04.162209] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TWG.txt
[2025-12-12T20:34:04.162362] [INFO ] [sig       ] [3258/3596] Completed TWG in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:04.162402] [INFO ] [sig       ] [3259/3596] Forecasting TWI...
[2025-12-12T20:34:04.162430] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-12T20:34:04.162462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-12T20:34:04.177716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-12T20:34:04.178189] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-12T20:34:04.179253] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-12T20:34:04.179319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:04.179362] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:04.179401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:04.179482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:04.246299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:04.247418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:04.247517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:04.247553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:04.369308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:04.369469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:04.369517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:04.369552] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:04.373514] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-12T20:34:04.374021] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-12T20:34:04.374143] [INFO ] [sig       ] TWI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:04.522954] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TWI.txt
[2025-12-12T20:34:04.523120] [INFO ] [sig       ] [3259/3596] Completed TWI in 0.4s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:04.523159] [INFO ] [sig       ] [3260/3596] Forecasting TWIN...
[2025-12-12T20:34:04.523188] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-12T20:34:04.523218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-12T20:34:04.534817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-12T20:34:04.535051] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-12T20:34:04.535812] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-12T20:34:04.535863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:04.535894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:04.535920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:04.535975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:04.593804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:04.594359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:04.594432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:04.594463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:04.716177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:04.716274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:04.716307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:04.716334] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:04.719384] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=47.26%)
[2025-12-12T20:34:04.719715] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-12T20:34:04.719831] [INFO ] [sig       ] TWIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:04.859542] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TWIN.txt
[2025-12-12T20:34:04.859680] [INFO ] [sig       ] [3260/3596] Completed TWIN in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:04.859717] [INFO ] [sig       ] [3261/3596] Forecasting TWLO...
[2025-12-12T20:34:04.859747] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-12T20:34:04.859776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-12T20:34:04.874981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-12T20:34:04.875527] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-12T20:34:04.876444] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-12T20:34:04.876503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:04.876537] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:04.876565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:04.876652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:04.936502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:04.937528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:04.937647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:04.937682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:05.069592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:05.069766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:05.069807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:05.069835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:05.073373] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-12T20:34:05.073667] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-12T20:34:05.073792] [INFO ] [sig       ] TWLO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:05.214547] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TWLO.txt
[2025-12-12T20:34:05.214723] [INFO ] [sig       ] [3261/3596] Completed TWLO in 0.4s | 2.86 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-12T20:34:05.214769] [INFO ] [sig       ] [3262/3596] Forecasting TWO...
[2025-12-12T20:34:05.214800] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-12T20:34:05.214830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-12T20:34:05.227544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-12T20:34:05.227880] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-12T20:34:05.228672] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-12T20:34:05.228722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:05.228753] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:05.228778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:05.228833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:05.286927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:05.287531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:05.287642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:05.287681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:05.405365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:05.405533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:05.405599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:05.405636] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:05.409113] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-12T20:34:05.409379] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-12T20:34:05.409505] [INFO ] [sig       ] TWO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:05.548122] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TWO.txt
[2025-12-12T20:34:05.548274] [INFO ] [sig       ] [3262/3596] Completed TWO in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-12T20:34:05.548312] [INFO ] [sig       ] [3263/3596] Forecasting TX...
[2025-12-12T20:34:05.548341] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-12T20:34:05.548371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-12T20:34:05.560065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-12T20:34:05.560356] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-12T20:34:05.561166] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-12T20:34:05.561215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:05.561246] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:05.561272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:05.561327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:05.618681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:05.619324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:05.619430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:05.619463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:05.739396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:05.739556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:05.739619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:05.739648] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:05.742946] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-12T20:34:05.743222] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-12T20:34:05.743359] [INFO ] [sig       ] TX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:05.884050] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TX.txt
[2025-12-12T20:34:05.884196] [INFO ] [sig       ] [3263/3596] Completed TX in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-12T20:34:05.884234] [INFO ] [sig       ] [3264/3596] Forecasting TXG...
[2025-12-12T20:34:05.884263] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-12T20:34:05.884295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-12T20:34:05.896868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-12T20:34:05.897245] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-12T20:34:05.898058] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-12T20:34:05.898110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:05.898141] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:05.898166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:05.898221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:05.957318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:05.958176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:05.958258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:05.958295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:06.081807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:06.081981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:06.082026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:06.082055] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:06.085821] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-12-12T20:34:06.086105] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-12T20:34:06.086227] [INFO ] [sig       ] TXG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:06.231373] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TXG.txt
[2025-12-12T20:34:06.231507] [INFO ] [sig       ] [3264/3596] Completed TXG in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-12T20:34:06.231546] [INFO ] [sig       ] [3265/3596] Forecasting TXMD...
[2025-12-12T20:34:06.231590] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-12T20:34:06.231623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-12T20:34:06.243879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-12T20:34:06.244196] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-12T20:34:06.244976] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-12T20:34:06.245027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:06.245058] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:06.245084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:06.245137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:06.306217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:06.307216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:06.307301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:06.307333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:06.424539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:06.424712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:06.424750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:06.424813] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:06.428247] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-12T20:34:06.428517] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-12T20:34:06.428658] [INFO ] [sig       ] TXMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:06.571391] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TXMD.txt
[2025-12-12T20:34:06.571525] [INFO ] [sig       ] [3265/3596] Completed TXMD in 0.3s | 2.86 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-12T20:34:06.571562] [INFO ] [sig       ] [3266/3596] Forecasting TXN...
[2025-12-12T20:34:06.571609] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-12T20:34:06.571641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-12T20:34:06.584120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-12T20:34:06.584419] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-12T20:34:06.585185] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-12T20:34:06.585236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:06.585267] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:06.585293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:06.585348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:06.644202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:06.644863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:06.644938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:06.644970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:06.768041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:06.768213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:06.768266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:06.768295] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:06.772315] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-12T20:34:06.772637] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-12T20:34:06.772765] [INFO ] [sig       ] TXN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:06.914000] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TXN.txt
[2025-12-12T20:34:06.914171] [INFO ] [sig       ] [3266/3596] Completed TXN in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:06.914211] [INFO ] [sig       ] [3267/3596] Forecasting TXO...
[2025-12-12T20:34:06.914241] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-12T20:34:06.914271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-12T20:34:06.925881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-12T20:34:06.926186] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-12T20:34:06.926960] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-12T20:34:06.927011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:06.927042] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:06.927068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:06.927133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:06.986849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:06.987902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:06.988002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:06.988033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:07.112253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:07.112403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:07.112441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:07.112470] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:07.115793] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-12T20:34:07.116064] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-12T20:34:07.116185] [INFO ] [sig       ] TXO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:07.262801] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TXO.txt
[2025-12-12T20:34:07.262960] [INFO ] [sig       ] [3267/3596] Completed TXO in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:07.263000] [INFO ] [sig       ] [3268/3596] Forecasting TXRH...
[2025-12-12T20:34:07.263029] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-12T20:34:07.263059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-12T20:34:07.275513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-12T20:34:07.275826] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-12T20:34:07.276705] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-12T20:34:07.276757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:07.276789] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:07.276814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:07.276869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:07.337985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:07.338633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:07.338710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:07.338742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:07.465617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:07.465774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:07.465814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:07.465842] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:07.469280] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=40.85%)
[2025-12-12T20:34:07.469557] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-12T20:34:07.469699] [INFO ] [sig       ] TXRH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:07.619748] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TXRH.txt
[2025-12-12T20:34:07.619897] [INFO ] [sig       ] [3268/3596] Completed TXRH in 0.4s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:07.619941] [INFO ] [sig       ] [3269/3596] Forecasting TY...
[2025-12-12T20:34:07.619974] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-12T20:34:07.620004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-12T20:34:07.631540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-12T20:34:07.631835] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-12T20:34:07.632615] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-12T20:34:07.632666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:07.632697] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:07.632735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:07.632791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:07.691463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:07.692379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:07.692457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:07.692488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:07.814313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:07.814472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:07.814514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:07.814552] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:07.818003] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-12T20:34:07.818286] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-12T20:34:07.818407] [INFO ] [sig       ] TY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:07.963112] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TY.txt
[2025-12-12T20:34:07.963260] [INFO ] [sig       ] [3269/3596] Completed TY in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:07.963296] [INFO ] [sig       ] [3270/3596] Forecasting TYG...
[2025-12-12T20:34:07.963325] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-12T20:34:07.963356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-12T20:34:07.974453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-12T20:34:07.974798] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-12T20:34:07.975538] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-12T20:34:07.975607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:07.975661] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:07.975688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:07.975743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:08.036730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:08.037618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:08.037701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:08.037733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:08.167018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:08.167179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:08.167220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:08.167247] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:08.170990] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=41.94%)
[2025-12-12T20:34:08.171323] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-12T20:34:08.171462] [INFO ] [sig       ] TYG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:08.328200] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TYG.txt
[2025-12-12T20:34:08.328374] [INFO ] [sig       ] [3270/3596] Completed TYG in 0.4s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:08.328470] [INFO ] [sig       ] [3271/3596] Forecasting TYGO...
[2025-12-12T20:34:08.328503] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-12T20:34:08.328534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-12T20:34:08.341938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-12T20:34:08.342353] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-12T20:34:08.343283] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-12T20:34:08.343345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:08.343377] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:08.343404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:08.343461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:08.411718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:08.412975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:08.413076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:08.413127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:08.554349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:08.554521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:08.554562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:08.554611] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:08.558513] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-12T20:34:08.558876] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-12T20:34:08.559006] [INFO ] [sig       ] TYGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:08.719423] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/TYGO.txt
[2025-12-12T20:34:08.719641] [INFO ] [sig       ] [3271/3596] Completed TYGO in 0.4s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:08.719697] [INFO ] [sig       ] [3272/3596] Forecasting TYL...
[2025-12-12T20:34:08.719736] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-12T20:34:08.719769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-12T20:34:08.731796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-12T20:34:08.732161] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-12T20:34:08.733066] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-12T20:34:08.733119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:08.733151] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:08.733177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:08.733232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:08.796622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:08.797521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:08.797622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:08.797656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:08.928256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:08.928410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:08.928449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:08.928476] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:08.932172] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-12T20:34:08.932475] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-12T20:34:08.932622] [INFO ] [sig       ] TYL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:09.093738] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TYL.txt
[2025-12-12T20:34:09.093893] [INFO ] [sig       ] [3272/3596] Completed TYL in 0.4s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:09.093932] [INFO ] [sig       ] [3273/3596] Forecasting TYRA...
[2025-12-12T20:34:09.093962] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-12T20:34:09.094020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-12T20:34:09.106042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-12T20:34:09.106404] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-12T20:34:09.107216] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-12T20:34:09.107272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:09.107305] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:09.107331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:09.107386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:09.166684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:09.167590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:09.167673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:09.167707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:09.292279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:09.292651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:09.292694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:09.292757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:09.296663] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=59.04%)
[2025-12-12T20:34:09.297146] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-12T20:34:09.297275] [INFO ] [sig       ] TYRA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:09.441397] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TYRA.txt
[2025-12-12T20:34:09.441557] [INFO ] [sig       ] [3273/3596] Completed TYRA in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:09.441627] [INFO ] [sig       ] [3274/3596] Forecasting TZOO...
[2025-12-12T20:34:09.441663] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-12T20:34:09.441701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-12T20:34:09.453261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-12T20:34:09.453650] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-12T20:34:09.454472] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-12T20:34:09.454527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:09.454559] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:09.454607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:09.454668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:09.513123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:09.514056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:09.514138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:09.514172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:09.653200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:09.653376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:09.653434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:09.653474] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:09.658545] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=55.78%)
[2025-12-12T20:34:09.658983] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-12T20:34:09.659137] [INFO ] [sig       ] TZOO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:09.891047] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/TZOO.txt
[2025-12-12T20:34:09.891212] [INFO ] [sig       ] [3274/3596] Completed TZOO in 0.4s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:09.891252] [INFO ] [sig       ] [3275/3596] Forecasting UAA...
[2025-12-12T20:34:09.891283] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-12T20:34:09.891313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-12T20:34:09.904496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-12T20:34:09.904899] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-12T20:34:09.905765] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-12T20:34:09.905819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:09.905851] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:09.905877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:09.906120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:09.966367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:09.967236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:09.967316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:09.967348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:10.086381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:10.086544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:10.086604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:10.086637] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:10.090185] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-12-12T20:34:10.090494] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-12T20:34:10.090648] [INFO ] [sig       ] UAA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:10.233995] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UAA.txt
[2025-12-12T20:34:10.234134] [INFO ] [sig       ] [3275/3596] Completed UAA in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:10.234171] [INFO ] [sig       ] [3276/3596] Forecasting UAE...
[2025-12-12T20:34:10.234200] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-12T20:34:10.234231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-12T20:34:10.245442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-12T20:34:10.245776] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-12T20:34:10.246559] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-12T20:34:10.246635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:10.246674] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:10.246706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:10.246773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:10.304987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:10.305642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:10.305719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:10.305752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:10.432708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:10.432861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:10.432901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:10.432928] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:10.436390] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-12T20:34:10.436704] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-12T20:34:10.436832] [INFO ] [sig       ] UAE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:10.582056] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UAE.txt
[2025-12-12T20:34:10.582199] [INFO ] [sig       ] [3276/3596] Completed UAE in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:10.582239] [INFO ] [sig       ] [3277/3596] Forecasting UAL...
[2025-12-12T20:34:10.582269] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-12T20:34:10.582299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-12T20:34:10.593987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-12T20:34:10.594285] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-12T20:34:10.595130] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-12T20:34:10.595181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:10.595213] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:10.595240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:10.595295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:10.655868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:10.656623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:10.656702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:10.656736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:10.778857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:10.779005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:10.779046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:10.779075] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:10.782532] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=67.19%)
[2025-12-12T20:34:10.782862] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-12T20:34:10.782984] [INFO ] [sig       ] UAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:10.925655] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UAL.txt
[2025-12-12T20:34:10.925790] [INFO ] [sig       ] [3277/3596] Completed UAL in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:10.925827] [INFO ] [sig       ] [3278/3596] Forecasting UBFO...
[2025-12-12T20:34:10.925856] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-12T20:34:10.925886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-12T20:34:10.937770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-12T20:34:10.938259] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-12T20:34:10.939052] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-12T20:34:10.939104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:10.939136] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:10.939163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:10.939218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:11.001133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:11.002208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:11.002294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:11.002327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:11.123408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:11.123589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:11.123632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:11.123661] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:11.127659] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-12T20:34:11.128150] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-12T20:34:11.128276] [INFO ] [sig       ] UBFO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:11.273914] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UBFO.txt
[2025-12-12T20:34:11.274071] [INFO ] [sig       ] [3278/3596] Completed UBFO in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-12T20:34:11.274111] [INFO ] [sig       ] [3279/3596] Forecasting UBND...
[2025-12-12T20:34:11.274141] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-12T20:34:11.274170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-12T20:34:11.284939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-12T20:34:11.285249] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-12T20:34:11.286052] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-12T20:34:11.286105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:11.286137] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:11.286164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:11.286220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:11.344811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:11.345457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:11.345533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:11.345566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:11.471841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:11.471982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:11.472022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:11.472049] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:11.475416] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-12T20:34:11.475730] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-12T20:34:11.475865] [INFO ] [sig       ] UBND: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:11.621890] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UBND.txt
[2025-12-12T20:34:11.622071] [INFO ] [sig       ] [3279/3596] Completed UBND in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-12T20:34:11.622126] [INFO ] [sig       ] [3280/3596] Forecasting UBRL...
[2025-12-12T20:34:11.622160] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-12T20:34:11.622191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-12T20:34:11.633390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-12T20:34:11.633700] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-12T20:34:11.634655] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-12T20:34:11.634718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:11.634757] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:11.634789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:11.634846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:11.694794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:11.695557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:11.695724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:11.695772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:11.831270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:11.831456] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:34:11.831498] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:11.831528] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:11.835289] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-12T20:34:11.835691] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-12T20:34:11.835851] [INFO ] [sig       ] UBRL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:11.974037] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UBRL.txt
[2025-12-12T20:34:11.974173] [INFO ] [sig       ] [3280/3596] Completed UBRL in 0.4s | 2.86 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-12T20:34:11.974210] [INFO ] [sig       ] [3281/3596] Forecasting UBS...
[2025-12-12T20:34:11.974240] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-12T20:34:11.974270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-12T20:34:11.984802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-12T20:34:11.985079] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-12T20:34:11.985853] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-12T20:34:11.985903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:11.985935] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:11.985961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:11.986016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:12.042447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:12.043140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:12.043216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:12.043247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:12.163927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:12.164066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:12.164105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:12.164133] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:12.167399] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=65.54%)
[2025-12-12T20:34:12.167692] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-12T20:34:12.167813] [INFO ] [sig       ] UBS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:12.305494] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UBS.txt
[2025-12-12T20:34:12.305654] [INFO ] [sig       ] [3281/3596] Completed UBS in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-12T20:34:12.305695] [INFO ] [sig       ] [3282/3596] Forecasting UBSI...
[2025-12-12T20:34:12.305725] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-12T20:34:12.305755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-12T20:34:12.316556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-12T20:34:12.316854] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-12T20:34:12.317622] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-12T20:34:12.317683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:12.317714] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:12.317739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:12.317794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:12.374337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:12.375030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:12.375108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:12.375139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:12.499395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:12.499558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:12.499624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:12.499660] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:12.503553] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=61.47%)
[2025-12-12T20:34:12.503969] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-12T20:34:12.504131] [INFO ] [sig       ] UBSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:12.649909] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UBSI.txt
[2025-12-12T20:34:12.650076] [INFO ] [sig       ] [3282/3596] Completed UBSI in 0.3s | 2.86 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-12T20:34:12.650115] [INFO ] [sig       ] [3283/3596] Forecasting UDMY...
[2025-12-12T20:34:12.650144] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-12T20:34:12.650185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-12T20:34:12.661561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-12T20:34:12.661967] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-12T20:34:12.662798] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-12T20:34:12.662851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:12.662882] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:12.662907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:12.662962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:12.721458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:12.722338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:12.722418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:12.722450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:12.841317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:12.841469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:12.841509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:12.841537] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:12.845231] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-12T20:34:12.845503] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-12T20:34:12.845648] [INFO ] [sig       ] UDMY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:13.005239] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UDMY.txt
[2025-12-12T20:34:13.005491] [INFO ] [sig       ] [3283/3596] Completed UDMY in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:13.005548] [INFO ] [sig       ] [3284/3596] Forecasting UE...
[2025-12-12T20:34:13.005615] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-12T20:34:13.005661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-12T20:34:13.018995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-12T20:34:13.019352] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-12T20:34:13.020187] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-12T20:34:13.020239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:13.020273] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:13.020300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:13.020356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:13.078959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:13.079715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:13.079816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:13.080060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:13.205635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:13.205823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:13.205871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:13.205905] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:13.210749] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=29.52%)
[2025-12-12T20:34:13.211274] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-12T20:34:13.211419] [INFO ] [sig       ] UE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:13.364327] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UE.txt
[2025-12-12T20:34:13.364485] [INFO ] [sig       ] [3284/3596] Completed UE in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:13.364523] [INFO ] [sig       ] [3285/3596] Forecasting UEIC...
[2025-12-12T20:34:13.364555] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-12T20:34:13.364606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-12T20:34:13.378076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-12T20:34:13.378551] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-12T20:34:13.379371] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-12T20:34:13.379423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:13.379454] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:13.379480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:13.379535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:13.438625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:13.439341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:13.439423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:13.439454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:13.559609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:13.559772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:13.559812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:13.560037] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:13.563664] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-12T20:34:13.563935] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-12T20:34:13.564055] [INFO ] [sig       ] UEIC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:13.706818] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UEIC.txt
[2025-12-12T20:34:13.707677] [INFO ] [sig       ] [3285/3596] Completed UEIC in 0.3s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:13.707733] [INFO ] [sig       ] [3286/3596] Forecasting UFCS...
[2025-12-12T20:34:13.707764] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-12T20:34:13.707793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-12T20:34:13.720991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-12T20:34:13.721376] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-12T20:34:13.722189] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-12T20:34:13.722240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:13.722271] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:13.722297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:13.722352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:13.781019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:13.781893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:13.781973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:13.782005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:13.910400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:13.910585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:13.910634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:13.910664] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:13.914472] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-12T20:34:13.914785] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-12T20:34:13.914966] [INFO ] [sig       ] UFCS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:14.064335] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UFCS.txt
[2025-12-12T20:34:14.064497] [INFO ] [sig       ] [3286/3596] Completed UFCS in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:14.064536] [INFO ] [sig       ] [3287/3596] Forecasting UFI...
[2025-12-12T20:34:14.064565] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-12T20:34:14.064623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-12T20:34:14.076131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-12T20:34:14.076470] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-12T20:34:14.077291] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-12T20:34:14.077343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:14.077400] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:14.077427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:14.077484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:14.138448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:14.139331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:14.139413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:14.139445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:14.261958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:14.262118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:14.262157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:14.262185] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:14.265700] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-12T20:34:14.266182] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-12T20:34:14.266320] [INFO ] [sig       ] UFI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:14.408112] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UFI.txt
[2025-12-12T20:34:14.408253] [INFO ] [sig       ] [3287/3596] Completed UFI in 0.3s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:14.408292] [INFO ] [sig       ] [3288/3596] Forecasting UFO...
[2025-12-12T20:34:14.408321] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-12T20:34:14.408349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-12T20:34:14.419433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-12T20:34:14.419761] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-12T20:34:14.420526] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-12T20:34:14.420594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:14.420627] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:14.420652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:14.420717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:14.478553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:14.479504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:14.479599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:14.479633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:14.605487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:14.605683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:14.605733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:14.605766] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:14.609758] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-12T20:34:14.610080] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-12T20:34:14.610210] [INFO ] [sig       ] UFO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:14.751644] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UFO.txt
[2025-12-12T20:34:14.751777] [INFO ] [sig       ] [3288/3596] Completed UFO in 0.3s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:14.751820] [INFO ] [sig       ] [3289/3596] Forecasting UFPI...
[2025-12-12T20:34:14.751849] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-12T20:34:14.751878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-12T20:34:14.763315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-12T20:34:14.763622] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-12T20:34:14.764556] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-12T20:34:14.764624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:14.764654] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:14.764681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:14.764735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:14.822321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:14.822983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:14.823059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:14.823090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:14.945308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:14.945469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:14.945526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:14.945555] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:14.949040] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=51.01%)
[2025-12-12T20:34:14.949303] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-12T20:34:14.949436] [INFO ] [sig       ] UFPI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:15.105540] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UFPI.txt
[2025-12-12T20:34:15.105722] [INFO ] [sig       ] [3289/3596] Completed UFPI in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:15.105768] [INFO ] [sig       ] [3290/3596] Forecasting UGI...
[2025-12-12T20:34:15.105803] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-12T20:34:15.105841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-12T20:34:15.118080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-12T20:34:15.118654] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-12T20:34:15.119614] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-12T20:34:15.119666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:15.119696] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:15.119722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:15.119776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:15.184664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:15.185528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:15.185631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:15.185665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:15.310700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:15.310948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:15.310989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:15.311045] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:15.315061] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-12T20:34:15.315349] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-12T20:34:15.315471] [INFO ] [sig       ] UGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:15.463527] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UGI.txt
[2025-12-12T20:34:15.463674] [INFO ] [sig       ] [3290/3596] Completed UGI in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:15.463712] [INFO ] [sig       ] [3291/3596] Forecasting UGP...
[2025-12-12T20:34:15.463742] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-12T20:34:15.463781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-12T20:34:15.475025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-12T20:34:15.475321] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-12T20:34:15.476431] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-12T20:34:15.476484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:15.476515] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:15.476541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:15.476613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:15.535440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:15.536364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:15.536460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:15.536494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:15.659968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:15.660132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:15.660174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:15.660202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:15.663566] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-12T20:34:15.663859] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-12T20:34:15.663983] [INFO ] [sig       ] UGP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:15.805839] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UGP.txt
[2025-12-12T20:34:15.805964] [INFO ] [sig       ] [3291/3596] Completed UGP in 0.3s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:15.806001] [INFO ] [sig       ] [3292/3596] Forecasting UHAL...
[2025-12-12T20:34:15.806029] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-12T20:34:15.806059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-12T20:34:15.818892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-12T20:34:15.819384] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-12T20:34:15.820190] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-12T20:34:15.820242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:15.820273] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:15.820299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:15.820354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:15.880029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:15.880673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:15.880776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:15.880812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:16.007119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:16.007290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:16.007330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:16.007360] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:16.011129] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-12-12T20:34:16.011552] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-12T20:34:16.011739] [INFO ] [sig       ] UHAL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:16.156381] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UHAL.txt
[2025-12-12T20:34:16.156538] [INFO ] [sig       ] [3292/3596] Completed UHAL in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:16.156597] [INFO ] [sig       ] [3293/3596] Forecasting UHG...
[2025-12-12T20:34:16.156630] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-12T20:34:16.156662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-12T20:34:16.169760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-12T20:34:16.170314] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-12T20:34:16.171218] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-12T20:34:16.171272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:16.171341] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:16.171371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:16.171429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:16.236473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:16.238063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:16.238169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:16.238202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:16.372436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:16.372674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:16.372721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:16.372752] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:16.376919] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2025-12-12T20:34:16.377244] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-12T20:34:16.377379] [INFO ] [sig       ] UHG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:16.531608] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UHG.txt
[2025-12-12T20:34:16.531812] [INFO ] [sig       ] [3293/3596] Completed UHG in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:16.531866] [INFO ] [sig       ] [3294/3596] Forecasting UHS...
[2025-12-12T20:34:16.531903] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-12T20:34:16.531935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-12T20:34:16.545322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-12T20:34:16.545757] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-12T20:34:16.546593] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-12T20:34:16.546645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:16.546677] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:16.546702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:16.546757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:16.606541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:16.607426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:16.607507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:16.607540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:16.729900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:16.730049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:16.730089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:16.730118] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:16.733528] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-12T20:34:16.733834] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-12T20:34:16.733960] [INFO ] [sig       ] UHS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:16.874404] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UHS.txt
[2025-12-12T20:34:16.874537] [INFO ] [sig       ] [3294/3596] Completed UHS in 0.3s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:16.874592] [INFO ] [sig       ] [3295/3596] Forecasting UI...
[2025-12-12T20:34:16.874624] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-12T20:34:16.874654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-12T20:34:16.886128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-12T20:34:16.886444] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-12T20:34:16.887235] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-12T20:34:16.887287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:16.887318] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:16.887343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:16.887398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:16.946955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:16.947858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:16.947938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:16.947970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:17.078490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:17.078705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:17.078774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:17.078813] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:17.082984] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-12-12T20:34:17.083512] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-12T20:34:17.083684] [INFO ] [sig       ] UI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:17.236005] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UI.txt
[2025-12-12T20:34:17.236173] [INFO ] [sig       ] [3295/3596] Completed UI in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:17.236212] [INFO ] [sig       ] [3296/3596] Forecasting UIS...
[2025-12-12T20:34:17.236241] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-12T20:34:17.236270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-12T20:34:17.248341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-12T20:34:17.248711] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-12T20:34:17.249480] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-12T20:34:17.249531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:17.249562] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:17.249610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:17.249666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:17.309569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:17.310464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:17.310561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:17.310613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:17.442320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:17.442487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:17.442529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:17.442556] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:17.446335] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-12T20:34:17.446631] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-12T20:34:17.446756] [INFO ] [sig       ] UIS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:17.620374] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UIS.txt
[2025-12-12T20:34:17.620528] [INFO ] [sig       ] [3296/3596] Completed UIS in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-12T20:34:17.620566] [INFO ] [sig       ] [3297/3596] Forecasting UITB...
[2025-12-12T20:34:17.620616] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-12T20:34:17.620655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-12T20:34:17.632104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-12T20:34:17.632421] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-12T20:34:17.633279] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-12T20:34:17.633333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:17.633366] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:17.633393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:17.633450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:17.691471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:17.692184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:17.692262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:17.692325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:17.811313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:17.811463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:17.811502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:17.811531] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:17.814892] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-12-12T20:34:17.815180] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-12T20:34:17.815304] [INFO ] [sig       ] UITB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:17.959133] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UITB.txt
[2025-12-12T20:34:17.959292] [INFO ] [sig       ] [3297/3596] Completed UITB in 0.3s | 2.86 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-12T20:34:17.959332] [INFO ] [sig       ] [3298/3596] Forecasting UL...
[2025-12-12T20:34:17.959362] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-12T20:34:17.959393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-12T20:34:17.971678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-12T20:34:17.972053] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-12T20:34:17.972902] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-12T20:34:17.972955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:17.972987] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:17.973014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:17.973071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:18.033038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:18.033953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:18.034036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:18.034068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:18.170631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:18.170813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:18.170864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:18.170896] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:18.174613] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2025-12-12T20:34:18.175015] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-12T20:34:18.175155] [INFO ] [sig       ] UL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:18.331930] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UL.txt
[2025-12-12T20:34:18.332092] [INFO ] [sig       ] [3298/3596] Completed UL in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-12T20:34:18.332132] [INFO ] [sig       ] [3299/3596] Forecasting ULBI...
[2025-12-12T20:34:18.332162] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-12T20:34:18.332191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-12T20:34:18.344423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-12T20:34:18.344775] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-12T20:34:18.345538] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-12T20:34:18.345613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:18.345645] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:18.345671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:18.345726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:18.405171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:18.406025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:18.406103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:18.406134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:18.528662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:18.528828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:18.528870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:18.528899] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:18.532414] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-12-12T20:34:18.532752] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-12T20:34:18.532900] [INFO ] [sig       ] ULBI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:18.684587] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ULBI.txt
[2025-12-12T20:34:18.684808] [INFO ] [sig       ] [3299/3596] Completed ULBI in 0.4s | 2.86 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-12T20:34:18.684875] [INFO ] [sig       ] [3300/3596] Forecasting ULCC...
[2025-12-12T20:34:18.684925] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-12T20:34:18.684971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-12T20:34:18.697946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-12T20:34:18.698344] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-12T20:34:18.699194] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-12T20:34:18.699249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:18.699281] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:18.699307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:18.699363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:18.756367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:18.757242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:18.757319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:18.757351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:18.877861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:18.878015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:18.878053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:18.878082] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:18.881489] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-12T20:34:18.881821] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-12T20:34:18.881953] [INFO ] [sig       ] ULCC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:19.030663] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ULCC.txt
[2025-12-12T20:34:19.030861] [INFO ] [sig       ] [3300/3596] Completed ULCC in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:19.030908] [INFO ] [sig       ] [3301/3596] Forecasting ULH...
[2025-12-12T20:34:19.030944] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-12T20:34:19.030981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-12T20:34:19.042744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-12T20:34:19.043168] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-12T20:34:19.044000] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-12T20:34:19.044054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:19.044087] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:19.044115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:19.044173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:19.102735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:19.103611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:19.103691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:19.103723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:19.225238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:19.225394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:19.225432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:19.225461] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:19.228798] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-12T20:34:19.229094] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-12T20:34:19.229224] [INFO ] [sig       ] ULH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:19.371348] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ULH.txt
[2025-12-12T20:34:19.371501] [INFO ] [sig       ] [3301/3596] Completed ULH in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:19.371539] [INFO ] [sig       ] [3302/3596] Forecasting ULTA...
[2025-12-12T20:34:19.371587] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-12T20:34:19.371622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-12T20:34:19.383383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-12T20:34:19.383775] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-12T20:34:19.384828] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-12T20:34:19.384882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:19.384913] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:19.384940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:19.385151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:19.444372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:19.445270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:19.445349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:19.445383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:19.563966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:19.564124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:19.564164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:19.564192] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:19.567516] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-12-12T20:34:19.567851] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-12T20:34:19.567974] [INFO ] [sig       ] ULTA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:19.717689] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ULTA.txt
[2025-12-12T20:34:19.717866] [INFO ] [sig       ] [3302/3596] Completed ULTA in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:19.717913] [INFO ] [sig       ] [3303/3596] Forecasting ULY...
[2025-12-12T20:34:19.717948] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-12T20:34:19.717985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-12T20:34:19.730157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-12T20:34:19.730472] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-12T20:34:19.731326] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-12T20:34:19.731387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:19.731430] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:19.731467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:19.731527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:19.788431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:19.789042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:19.789115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:19.789146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:19.906325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:19.906476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:19.906517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:19.906547] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:19.910153] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-12-12T20:34:19.910521] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-12T20:34:19.910699] [INFO ] [sig       ] ULY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:20.073415] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ULY.txt
[2025-12-12T20:34:20.073548] [INFO ] [sig       ] [3303/3596] Completed ULY in 0.4s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:20.073604] [INFO ] [sig       ] [3304/3596] Forecasting UMBF...
[2025-12-12T20:34:20.073634] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-12T20:34:20.073665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-12T20:34:20.085508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-12T20:34:20.085921] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-12T20:34:20.086711] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-12T20:34:20.086763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:20.086822] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:20.086852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:20.086910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:20.143977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:20.144836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:20.144918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:20.144950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:20.262314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:20.262464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:20.262502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:20.262530] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:20.265801] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-12T20:34:20.266075] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-12T20:34:20.266192] [INFO ] [sig       ] UMBF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:20.404510] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UMBF.txt
[2025-12-12T20:34:20.404685] [INFO ] [sig       ] [3304/3596] Completed UMBF in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:20.404726] [INFO ] [sig       ] [3305/3596] Forecasting UMC...
[2025-12-12T20:34:20.404754] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-12T20:34:20.404786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-12T20:34:20.416651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-12T20:34:20.417017] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-12T20:34:20.417797] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-12T20:34:20.417854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:20.417891] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:20.417922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:20.417989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:20.475532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:20.476395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:20.476476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:20.476508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:20.598455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:20.598631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:20.598671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:20.598700] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:20.602055] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-12-12T20:34:20.602332] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-12T20:34:20.602451] [INFO ] [sig       ] UMC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:20.741476] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UMC.txt
[2025-12-12T20:34:20.741656] [INFO ] [sig       ] [3305/3596] Completed UMC in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:20.741697] [INFO ] [sig       ] [3306/3596] Forecasting UMH...
[2025-12-12T20:34:20.741727] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-12T20:34:20.741759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-12T20:34:20.755264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-12T20:34:20.755681] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-12T20:34:20.756741] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-12T20:34:20.756821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:20.756869] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:20.756906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:20.756985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:20.814441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:20.815062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:20.815140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:20.815171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:20.930257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:20.930409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:20.930447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:20.930474] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:20.933822] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-12T20:34:20.934094] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-12T20:34:20.934214] [INFO ] [sig       ] UMH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:21.073824] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UMH.txt
[2025-12-12T20:34:21.074016] [INFO ] [sig       ] [3306/3596] Completed UMH in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:21.074056] [INFO ] [sig       ] [3307/3596] Forecasting UMMA...
[2025-12-12T20:34:21.074086] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-12T20:34:21.074117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-12T20:34:21.086402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-12T20:34:21.086722] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-12T20:34:21.087480] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-12T20:34:21.087531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:21.087561] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:21.087630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:21.087689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:21.143497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:21.144203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:21.144282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:21.144314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:21.257055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:21.257226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:21.257267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:21.257327] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:21.260700] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-12T20:34:21.260990] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-12T20:34:21.261114] [INFO ] [sig       ] UMMA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:21.397990] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UMMA.txt
[2025-12-12T20:34:21.398132] [INFO ] [sig       ] [3307/3596] Completed UMMA in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:21.398171] [INFO ] [sig       ] [3308/3596] Forecasting UNCY...
[2025-12-12T20:34:21.398199] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-12T20:34:21.398230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-12T20:34:21.409925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-12T20:34:21.410206] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-12T20:34:21.411004] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-12T20:34:21.411079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:21.411110] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:21.411136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:21.411191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:21.467933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:21.468514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:21.468608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:21.468642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:21.585805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:21.585944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:21.585983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:21.586011] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:21.589306] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-12T20:34:21.589569] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-12T20:34:21.589704] [INFO ] [sig       ] UNCY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:21.730789] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UNCY.txt
[2025-12-12T20:34:21.730930] [INFO ] [sig       ] [3308/3596] Completed UNCY in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:21.730969] [INFO ] [sig       ] [3309/3596] Forecasting UNF...
[2025-12-12T20:34:21.730997] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-12T20:34:21.731027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-12T20:34:21.743483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-12T20:34:21.743824] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-12T20:34:21.744605] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-12T20:34:21.744655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:21.744694] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:21.744719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:21.744773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:21.801218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:21.801845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:21.801927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:21.801959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:21.922499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:21.922649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:21.922689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:21.922719] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:21.925958] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-12T20:34:21.926228] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-12T20:34:21.926346] [INFO ] [sig       ] UNF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:22.063964] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UNF.txt
[2025-12-12T20:34:22.064084] [INFO ] [sig       ] [3309/3596] Completed UNF in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:22.064126] [INFO ] [sig       ] [3310/3596] Forecasting UNFI...
[2025-12-12T20:34:22.064157] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-12T20:34:22.064187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-12T20:34:22.076721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-12T20:34:22.077329] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-12T20:34:22.078290] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-12T20:34:22.078347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:22.078381] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:22.078411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:22.078482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:22.137140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:22.138273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:22.138368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:22.138404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:22.263861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:22.264100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:22.264156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:22.264195] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:22.268114] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-12-12T20:34:22.268440] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-12T20:34:22.268603] [INFO ] [sig       ] UNFI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:22.414866] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UNFI.txt
[2025-12-12T20:34:22.415008] [INFO ] [sig       ] [3310/3596] Completed UNFI in 0.4s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:22.415047] [INFO ] [sig       ] [3311/3596] Forecasting UNH...
[2025-12-12T20:34:22.415075] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-12T20:34:22.415106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-12T20:34:22.426424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-12T20:34:22.426796] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-12T20:34:22.427591] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-12T20:34:22.427642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:22.427682] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:22.427707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:22.427762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:22.488967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:22.490138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:22.490231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:22.490265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:22.609431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:22.609673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:22.609719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:22.609746] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:22.613633] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-12T20:34:22.613964] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-12T20:34:22.614136] [INFO ] [sig       ] UNH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:22.761189] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UNH.txt
[2025-12-12T20:34:22.761379] [INFO ] [sig       ] [3311/3596] Completed UNH in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:22.761418] [INFO ] [sig       ] [3312/3596] Forecasting UNM...
[2025-12-12T20:34:22.761448] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-12T20:34:22.761478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-12T20:34:22.774260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-12T20:34:22.774508] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-12T20:34:22.775345] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-12T20:34:22.775397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:22.775427] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:22.775451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:22.775505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:22.833773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:22.834455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:22.834531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:22.834562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:22.958504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:22.958695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:22.958742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:22.958771] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:22.962585] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-12T20:34:22.962868] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-12T20:34:22.962986] [INFO ] [sig       ] UNM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:23.100867] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UNM.txt
[2025-12-12T20:34:23.101023] [INFO ] [sig       ] [3312/3596] Completed UNM in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:23.101062] [INFO ] [sig       ] [3313/3596] Forecasting UNMA...
[2025-12-12T20:34:23.101092] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-12T20:34:23.101123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-12T20:34:23.113721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-12T20:34:23.114135] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-12T20:34:23.115012] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-12T20:34:23.115064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:23.115095] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:23.115120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:23.115177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:23.177675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:23.178394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:23.178472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:23.178504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:23.289622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:23.289776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:23.289833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:23.289863] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:23.293215] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-12T20:34:23.293491] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-12T20:34:23.293623] [INFO ] [sig       ] UNMA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:23.434744] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UNMA.txt
[2025-12-12T20:34:23.434881] [INFO ] [sig       ] [3313/3596] Completed UNMA in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-12T20:34:23.434928] [INFO ] [sig       ] [3314/3596] Forecasting UNP...
[2025-12-12T20:34:23.434964] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-12T20:34:23.435000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-12T20:34:23.447694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-12T20:34:23.448011] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-12T20:34:23.448809] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-12T20:34:23.448860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:23.448890] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:23.448916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:23.448973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:23.508948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:23.509813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:23.509956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:23.509998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:23.641177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:23.641349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:23.641389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:23.641419] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:23.644943] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-12T20:34:23.645234] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-12T20:34:23.645364] [INFO ] [sig       ] UNP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:23.793638] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UNP.txt
[2025-12-12T20:34:23.793795] [INFO ] [sig       ] [3314/3596] Completed UNP in 0.4s | 2.86 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-12T20:34:23.793834] [INFO ] [sig       ] [3315/3596] Forecasting UNTY...
[2025-12-12T20:34:23.793876] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-12T20:34:23.793909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-12T20:34:23.805863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-12T20:34:23.806445] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-12T20:34:23.807476] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-12T20:34:23.807530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:23.807562] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:23.807619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:23.807677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:23.868243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:23.869132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:23.869211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:23.869244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:23.985752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:23.985901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:23.985942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:23.985974] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:23.989374] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2025-12-12T20:34:23.989671] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-12T20:34:23.989795] [INFO ] [sig       ] UNTY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:24.130038] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UNTY.txt
[2025-12-12T20:34:24.130203] [INFO ] [sig       ] [3315/3596] Completed UNTY in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-12T20:34:24.130243] [INFO ] [sig       ] [3316/3596] Forecasting UONE...
[2025-12-12T20:34:24.130272] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-12T20:34:24.130301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-12T20:34:24.142421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-12T20:34:24.142797] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-12T20:34:24.143787] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-12T20:34:24.143838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:24.143870] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:24.143896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:24.143951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:24.203316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:24.204221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:24.204307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:24.204342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:24.314209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:24.314361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:24.314403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:24.314431] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:24.317971] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-12T20:34:24.318241] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-12T20:34:24.318361] [INFO ] [sig       ] UONE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:24.467587] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UONE.txt
[2025-12-12T20:34:24.467746] [INFO ] [sig       ] [3316/3596] Completed UONE in 0.3s | 2.86 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-12T20:34:24.467786] [INFO ] [sig       ] [3317/3596] Forecasting UPBD...
[2025-12-12T20:34:24.467816] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-12T20:34:24.467846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-12T20:34:24.480559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-12T20:34:24.480984] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-12T20:34:24.482073] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-12T20:34:24.482128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:24.482176] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:24.482203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:24.482259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:24.542559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:24.543461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:24.543550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:24.543622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:24.669491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:24.669664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:24.669704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:24.669732] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:24.673159] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=35.82%)
[2025-12-12T20:34:24.673446] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-12T20:34:24.673586] [INFO ] [sig       ] UPBD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:24.814770] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UPBD.txt
[2025-12-12T20:34:24.814947] [INFO ] [sig       ] [3317/3596] Completed UPBD in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:24.814986] [INFO ] [sig       ] [3318/3596] Forecasting UPC...
[2025-12-12T20:34:24.815014] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-12T20:34:24.815044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-12T20:34:24.828117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-12T20:34:24.828486] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-12T20:34:24.829285] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-12T20:34:24.829337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:24.829368] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:24.829393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:24.829449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:24.886854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:24.887723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:24.887809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:24.887841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:25.004771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:25.004946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:25.004993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:25.005029] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:25.008727] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-12T20:34:25.009041] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-12T20:34:25.009180] [INFO ] [sig       ] UPC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:25.175375] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UPC.txt
[2025-12-12T20:34:25.175566] [INFO ] [sig       ] [3318/3596] Completed UPC in 0.4s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:25.175625] [INFO ] [sig       ] [3319/3596] Forecasting UPLD...
[2025-12-12T20:34:25.175660] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-12T20:34:25.175694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-12T20:34:25.191637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-12T20:34:25.192254] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-12T20:34:25.193325] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-12T20:34:25.193385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:25.193420] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:25.193447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:25.193505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:25.258797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:25.260091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:25.260405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:25.260438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:25.383093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:25.383262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:25.383302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:25.383330] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:25.386991] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-12T20:34:25.387320] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-12T20:34:25.387458] [INFO ] [sig       ] UPLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:25.538791] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UPLD.txt
[2025-12-12T20:34:25.538946] [INFO ] [sig       ] [3319/3596] Completed UPLD in 0.4s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:25.538986] [INFO ] [sig       ] [3320/3596] Forecasting UPS...
[2025-12-12T20:34:25.539016] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-12T20:34:25.539047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-12T20:34:25.550899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-12T20:34:25.551239] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-12T20:34:25.552035] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-12T20:34:25.552087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:25.552119] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:25.552147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:25.552202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:25.613157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:25.613945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:25.614039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:25.614079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:25.742147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:25.742301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:25.742341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:25.742368] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:25.745658] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-12-12T20:34:25.745926] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-12T20:34:25.746069] [INFO ] [sig       ] UPS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:25.886483] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UPS.txt
[2025-12-12T20:34:25.886642] [INFO ] [sig       ] [3320/3596] Completed UPS in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:25.886683] [INFO ] [sig       ] [3321/3596] Forecasting UPWK...
[2025-12-12T20:34:25.886723] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-12T20:34:25.886755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-12T20:34:25.898988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-12T20:34:25.899342] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-12T20:34:25.900194] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-12T20:34:25.900248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:25.900318] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:25.900356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:25.900434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:25.961504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:25.962326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:25.962406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:25.962439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:26.084431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:26.084601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:26.084647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:26.084676] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:26.087966] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=84.74%)
[2025-12-12T20:34:26.088253] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-12T20:34:26.088373] [INFO ] [sig       ] UPWK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:26.226888] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UPWK.txt
[2025-12-12T20:34:26.227007] [INFO ] [sig       ] [3321/3596] Completed UPWK in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:26.227043] [INFO ] [sig       ] [3322/3596] Forecasting UPXI...
[2025-12-12T20:34:26.227071] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-12T20:34:26.227100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-12T20:34:26.238713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-12T20:34:26.238975] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-12T20:34:26.239937] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-12T20:34:26.239999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:26.240036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:26.240066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:26.240132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:26.298402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:26.299092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:26.299172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:26.299203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:26.421208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:26.421371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:26.421409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:26.421437] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:26.425255] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-12T20:34:26.425751] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-12T20:34:26.425876] [INFO ] [sig       ] UPXI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:26.570061] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UPXI.txt
[2025-12-12T20:34:26.570207] [INFO ] [sig       ] [3322/3596] Completed UPXI in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:26.570252] [INFO ] [sig       ] [3323/3596] Forecasting URBN...
[2025-12-12T20:34:26.570281] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-12T20:34:26.570311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-12T20:34:26.580942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-12T20:34:26.581207] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-12T20:34:26.581966] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-12T20:34:26.582016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:26.582047] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:26.582073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:26.582127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:26.642377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:26.643016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:26.643092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:26.643123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:26.768505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:26.768662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:26.768716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:26.768757] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:26.773430] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-12-12T20:34:26.773781] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-12T20:34:26.773925] [INFO ] [sig       ] URBN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:26.919277] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/URBN.txt
[2025-12-12T20:34:26.919407] [INFO ] [sig       ] [3323/3596] Completed URBN in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:26.919444] [INFO ] [sig       ] [3324/3596] Forecasting URGN...
[2025-12-12T20:34:26.919472] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-12T20:34:26.919501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-12T20:34:26.931319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-12T20:34:26.931835] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-12T20:34:26.932841] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-12T20:34:26.932894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:26.932926] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:26.932952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:26.933009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:26.992745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:26.993559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:26.993655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:26.993689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:27.117190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:27.117321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:27.117359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:27.117442] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:27.121655] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-12T20:34:27.121958] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-12T20:34:27.122125] [INFO ] [sig       ] URGN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:27.266271] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/URGN.txt
[2025-12-12T20:34:27.266410] [INFO ] [sig       ] [3324/3596] Completed URGN in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:27.266462] [INFO ] [sig       ] [3325/3596] Forecasting URI...
[2025-12-12T20:34:27.266500] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-12T20:34:27.266534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-12T20:34:27.277893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-12T20:34:27.278258] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-12T20:34:27.279085] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-12T20:34:27.279139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:27.279171] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:27.279200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:27.279257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:27.340339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:27.341012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:27.341105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:27.341146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:27.468668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:27.468811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:27.468849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:27.468878] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:27.472390] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-12T20:34:27.472676] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-12T20:34:27.472796] [INFO ] [sig       ] URI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:27.617948] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/URI.txt
[2025-12-12T20:34:27.618089] [INFO ] [sig       ] [3325/3596] Completed URI in 0.4s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:27.618126] [INFO ] [sig       ] [3326/3596] Forecasting URNJ...
[2025-12-12T20:34:27.618158] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-12T20:34:27.618188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-12T20:34:27.630190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-12T20:34:27.630513] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-12T20:34:27.631512] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-12T20:34:27.631564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:27.631683] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:27.631749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:27.631819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:27.694221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:27.695078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:27.695161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:27.695212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:27.821280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:27.821433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:27.821473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:27.821501] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:27.824849] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-12T20:34:27.825120] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-12T20:34:27.825239] [INFO ] [sig       ] URNJ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:27.967329] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/URNJ.txt
[2025-12-12T20:34:27.967468] [INFO ] [sig       ] [3326/3596] Completed URNJ in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:27.967517] [INFO ] [sig       ] [3327/3596] Forecasting UROY...
[2025-12-12T20:34:27.967556] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-12T20:34:27.967611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-12T20:34:27.978649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-12T20:34:27.978963] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-12T20:34:27.979762] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-12T20:34:27.979814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:27.979846] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:27.979894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:27.979959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:28.040230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:28.040889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:28.040968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:28.041003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:28.171192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:28.171545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:28.171600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:28.171629] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:28.174904] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-12-12T20:34:28.175173] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-12T20:34:28.175292] [INFO ] [sig       ] UROY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:28.317060] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UROY.txt
[2025-12-12T20:34:28.317199] [INFO ] [sig       ] [3327/3596] Completed UROY in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:28.317237] [INFO ] [sig       ] [3328/3596] Forecasting USA...
[2025-12-12T20:34:28.317265] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-12T20:34:28.317296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-12T20:34:28.329012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-12T20:34:28.329355] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-12T20:34:28.330215] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-12T20:34:28.330268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:28.330300] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:28.330339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:28.330397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:28.389835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:28.390589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:28.390671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:28.390703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:28.516978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:28.517140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:28.517182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:28.517399] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:28.521120] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-12T20:34:28.521619] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-12T20:34:28.521748] [INFO ] [sig       ] USA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:28.679150] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/USA.txt
[2025-12-12T20:34:28.679352] [INFO ] [sig       ] [3328/3596] Completed USA in 0.4s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:28.679400] [INFO ] [sig       ] [3329/3596] Forecasting USAC...
[2025-12-12T20:34:28.679430] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-12T20:34:28.679463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-12T20:34:28.691333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-12T20:34:28.691727] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-12T20:34:28.692542] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-12T20:34:28.692620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:28.692653] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:28.692680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:28.692736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:28.758890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:28.759777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:28.759860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:28.759938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:28.882974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:28.883139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:28.883179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:28.883209] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:28.886952] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-12T20:34:28.887457] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-12T20:34:28.887628] [INFO ] [sig       ] USAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:29.028531] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USAC.txt
[2025-12-12T20:34:29.028700] [INFO ] [sig       ] [3329/3596] Completed USAC in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:29.028739] [INFO ] [sig       ] [3330/3596] Forecasting USB...
[2025-12-12T20:34:29.028767] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-12T20:34:29.028798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-12T20:34:29.041061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-12T20:34:29.041433] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-12T20:34:29.042262] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-12T20:34:29.042314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:29.042346] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:29.042372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:29.042427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:29.101188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:29.102004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:29.102090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:29.102128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:29.223665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:29.223831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:29.223870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:29.223897] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:29.227587] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-12T20:34:29.227868] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-12T20:34:29.227990] [INFO ] [sig       ] USB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:29.377149] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USB.txt
[2025-12-12T20:34:29.377312] [INFO ] [sig       ] [3330/3596] Completed USB in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-12T20:34:29.377352] [INFO ] [sig       ] [3331/3596] Forecasting USCB...
[2025-12-12T20:34:29.377382] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-12T20:34:29.377412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-12T20:34:29.389845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-12T20:34:29.390202] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-12T20:34:29.390978] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-12T20:34:29.391029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:29.391061] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:29.391087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:29.391143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:29.450048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:29.450894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:29.451001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:29.451038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:29.561780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:29.561934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:29.561972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:29.562001] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:29.565276] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=43.47%)
[2025-12-12T20:34:29.565544] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-12T20:34:29.565684] [INFO ] [sig       ] USCB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:29.707499] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/USCB.txt
[2025-12-12T20:34:29.707644] [INFO ] [sig       ] [3331/3596] Completed USCB in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-12T20:34:29.707683] [INFO ] [sig       ] [3332/3596] Forecasting USDX...
[2025-12-12T20:34:29.707713] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-12T20:34:29.707761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-12T20:34:29.718826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-12T20:34:29.719142] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-12T20:34:29.719957] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-12T20:34:29.720009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:29.720041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:29.720067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:29.720122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:29.777201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:29.777831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:29.777907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:29.777938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:29.881092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:29.881222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:29.881267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:29.881295] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:29.884613] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=72.25%)
[2025-12-12T20:34:29.884886] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-12T20:34:29.885016] [INFO ] [sig       ] USDX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:30.026514] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USDX.txt
[2025-12-12T20:34:30.026661] [INFO ] [sig       ] [3332/3596] Completed USDX in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-12T20:34:30.026702] [INFO ] [sig       ] [3333/3596] Forecasting USEA...
[2025-12-12T20:34:30.026731] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-12T20:34:30.026761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-12T20:34:30.038344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-12T20:34:30.038674] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-12T20:34:30.039420] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-12T20:34:30.039471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:30.039501] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:30.039527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:30.039602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:30.095366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:30.095988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:30.096062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:30.096094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:30.207361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:30.207481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:30.207516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:30.207544] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:30.210751] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=64.32%)
[2025-12-12T20:34:30.211019] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-12T20:34:30.211142] [INFO ] [sig       ] USEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:30.349764] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USEA.txt
[2025-12-12T20:34:30.349916] [INFO ] [sig       ] [3333/3596] Completed USEA in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-12T20:34:30.349961] [INFO ] [sig       ] [3334/3596] Forecasting USFD...
[2025-12-12T20:34:30.349990] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-12T20:34:30.350020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-12T20:34:30.361510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-12T20:34:30.361841] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-12T20:34:30.362651] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-12T20:34:30.362704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:30.362735] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:30.362761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:30.362816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:30.422852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:30.423691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:30.423769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:30.423801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:30.547413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:30.547518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:30.547552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:30.547599] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:30.550738] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-12T20:34:30.550996] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-12T20:34:30.551124] [INFO ] [sig       ] USFD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:30.692557] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/USFD.txt
[2025-12-12T20:34:30.692732] [INFO ] [sig       ] [3334/3596] Completed USFD in 0.3s | 2.86 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-12T20:34:30.692771] [INFO ] [sig       ] [3335/3596] Forecasting USGO...
[2025-12-12T20:34:30.692800] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-12T20:34:30.692830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-12T20:34:30.707895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-12T20:34:30.708450] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-12T20:34:30.709411] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-12T20:34:30.709468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:30.709503] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:30.709533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:30.709618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:30.772294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:30.773440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:30.773534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:30.773587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:30.904142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:30.904396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:30.904445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:30.904478] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:30.908787] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-12T20:34:30.909221] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-12T20:34:30.909384] [INFO ] [sig       ] USGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:31.064967] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/USGO.txt
[2025-12-12T20:34:31.065184] [INFO ] [sig       ] [3335/3596] Completed USGO in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:31.065229] [INFO ] [sig       ] [3336/3596] Forecasting USIG...
[2025-12-12T20:34:31.065259] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-12T20:34:31.065295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-12T20:34:31.079102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-12T20:34:31.079559] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-12T20:34:31.080485] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-12T20:34:31.080541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:31.080593] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:31.080625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:31.080684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:31.142925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:31.144012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:31.144109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:31.144142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:31.277496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:31.277733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:31.277780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:31.277809] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:31.281666] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-12T20:34:31.281965] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-12T20:34:31.282093] [INFO ] [sig       ] USIG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:31.431123] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USIG.txt
[2025-12-12T20:34:31.431317] [INFO ] [sig       ] [3336/3596] Completed USIG in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:31.431358] [INFO ] [sig       ] [3337/3596] Forecasting USIO...
[2025-12-12T20:34:31.431388] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-12T20:34:31.431420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-12T20:34:31.444492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-12T20:34:31.444857] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-12T20:34:31.445717] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-12T20:34:31.445769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:31.445802] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:31.445829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:31.445884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:31.508373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:31.509755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:31.509839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:31.509893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:31.632258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:31.632428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:31.632470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:31.632499] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:31.636271] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2025-12-12T20:34:31.636551] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-12T20:34:31.636691] [INFO ] [sig       ] USIO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:31.792429] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USIO.txt
[2025-12-12T20:34:31.792633] [INFO ] [sig       ] [3337/3596] Completed USIO in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:31.792686] [INFO ] [sig       ] [3338/3596] Forecasting USLM...
[2025-12-12T20:34:31.792719] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-12T20:34:31.792749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-12T20:34:31.805450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-12T20:34:31.805871] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-12T20:34:31.806687] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-12T20:34:31.806738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:31.806794] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:31.806822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:31.806877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:31.865669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:31.866386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:31.866466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:31.866499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:31.983153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:31.983313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:31.983354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:31.983384] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:31.986846] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-12T20:34:31.987135] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-12T20:34:31.987263] [INFO ] [sig       ] USLM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:32.131427] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/USLM.txt
[2025-12-12T20:34:32.131559] [INFO ] [sig       ] [3338/3596] Completed USLM in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:32.131614] [INFO ] [sig       ] [3339/3596] Forecasting USMC...
[2025-12-12T20:34:32.131645] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-12T20:34:32.131675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-12T20:34:32.142595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-12T20:34:32.142867] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-12T20:34:32.143627] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-12T20:34:32.143678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:32.143708] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:32.143734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:32.143800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:32.202152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:32.203019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:32.203098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:32.203130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:32.318723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:32.318882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:32.318921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:32.318950] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:32.322341] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=38.74%)
[2025-12-12T20:34:32.322665] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-12T20:34:32.322796] [INFO ] [sig       ] USMC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:32.471539] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/USMC.txt
[2025-12-12T20:34:32.471700] [INFO ] [sig       ] [3339/3596] Completed USMC in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:32.471739] [INFO ] [sig       ] [3340/3596] Forecasting USOI...
[2025-12-12T20:34:32.471768] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-12T20:34:32.471797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-12T20:34:32.487621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-12T20:34:32.488042] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-12T20:34:32.489136] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-12T20:34:32.489202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:32.489250] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:32.489291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:32.489376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:32.553893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:32.554623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:32.554703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:32.554734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:32.675713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:32.675884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:32.675928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:32.675956] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:32.679603] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-12T20:34:32.679890] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-12T20:34:32.680011] [INFO ] [sig       ] USOI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:32.827415] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USOI.txt
[2025-12-12T20:34:32.827597] [INFO ] [sig       ] [3340/3596] Completed USOI in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:32.827638] [INFO ] [sig       ] [3341/3596] Forecasting USOY...
[2025-12-12T20:34:32.827669] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-12T20:34:32.827700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-12T20:34:32.841013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-12T20:34:32.841557] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-12T20:34:32.842517] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-12T20:34:32.842619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:32.842656] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:32.842682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:32.842739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:32.902765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:32.903886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:32.903983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:32.904017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:33.028184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:33.028414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:33.028460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:33.028538] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:33.032989] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-12T20:34:33.033450] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-12T20:34:33.033657] [INFO ] [sig       ] USOY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:33.182978] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USOY.txt
[2025-12-12T20:34:33.183158] [INFO ] [sig       ] [3341/3596] Completed USOY in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:33.183199] [INFO ] [sig       ] [3342/3596] Forecasting USTB...
[2025-12-12T20:34:33.183228] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-12T20:34:33.183260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-12T20:34:33.196053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-12T20:34:33.196424] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-12T20:34:33.197294] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-12T20:34:33.197347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:33.197379] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:33.197406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:33.197463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:33.255503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:33.256410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:33.256522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:33.256554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:33.379549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:33.379795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:33.379840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:33.379884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:33.384229] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-12-12T20:34:33.384551] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-12T20:34:33.384706] [INFO ] [sig       ] USTB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:33.532160] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USTB.txt
[2025-12-12T20:34:33.532379] [INFO ] [sig       ] [3342/3596] Completed USTB in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:33.532437] [INFO ] [sig       ] [3343/3596] Forecasting USVM...
[2025-12-12T20:34:33.532479] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-12T20:34:33.532524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-12T20:34:33.549021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-12T20:34:33.549747] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-12T20:34:33.550834] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-12T20:34:33.550886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:33.550917] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:33.550944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:33.550999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:33.611308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:33.612314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:33.612407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:33.612438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:33.736945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:33.737108] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:34:33.737149] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:33.737180] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:33.740905] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=50.03%)
[2025-12-12T20:34:33.741179] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-12T20:34:33.741301] [INFO ] [sig       ] USVM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:33.886854] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USVM.txt
[2025-12-12T20:34:33.887001] [INFO ] [sig       ] [3343/3596] Completed USVM in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:33.887040] [INFO ] [sig       ] [3344/3596] Forecasting USXF...
[2025-12-12T20:34:33.887069] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-12T20:34:33.887101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-12T20:34:33.901392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-12T20:34:33.902036] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-12T20:34:33.903085] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-12T20:34:33.903144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:33.903178] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:33.903206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:33.903276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:33.964355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:33.965517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:33.965635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:33.965671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:34.092035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:34.092256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:34.092301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:34.092331] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:34.097080] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=60.92%)
[2025-12-12T20:34:34.097408] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-12T20:34:34.097790] [INFO ] [sig       ] USXF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:34.253525] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/USXF.txt
[2025-12-12T20:34:34.253775] [INFO ] [sig       ] [3344/3596] Completed USXF in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:34.253821] [INFO ] [sig       ] [3345/3596] Forecasting UTEN...
[2025-12-12T20:34:34.253851] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-12T20:34:34.253888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-12T20:34:34.268887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-12T20:34:34.269384] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-12T20:34:34.270628] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-12T20:34:34.270685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:34.270727] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:34.270759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:34.270816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:34.334285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:34.335222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:34.335315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:34.335349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:34.470026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:34.470268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:34.470319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:34.470348] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:34.474836] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2025-12-12T20:34:34.475166] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-12T20:34:34.475328] [INFO ] [sig       ] UTEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:34.627062] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UTEN.txt
[2025-12-12T20:34:34.627298] [INFO ] [sig       ] [3345/3596] Completed UTEN in 0.4s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:34.627343] [INFO ] [sig       ] [3346/3596] Forecasting UTF...
[2025-12-12T20:34:34.627564] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-12T20:34:34.627617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-12T20:34:34.642248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-12T20:34:34.642658] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-12T20:34:34.643438] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-12T20:34:34.643489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:34.643520] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:34.643545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:34.643618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:34.703394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:34.704228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:34.704306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:34.704337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:34.826851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:34.826999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:34.827038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:34.827065] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:34.830696] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-12T20:34:34.830982] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-12T20:34:34.831101] [INFO ] [sig       ] UTF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:34.974131] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UTF.txt
[2025-12-12T20:34:34.974262] [INFO ] [sig       ] [3346/3596] Completed UTF in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:34.974299] [INFO ] [sig       ] [3347/3596] Forecasting UTI...
[2025-12-12T20:34:34.974327] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-12T20:34:34.974357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-12T20:34:34.985879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-12T20:34:34.986162] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-12T20:34:34.986972] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-12T20:34:34.987023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:34.987054] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:34.987079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:34.987134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:35.045387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:35.046241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:35.046320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:35.046353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:35.169808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:35.170067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:35.170163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:35.170219] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:35.174082] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-12T20:34:35.174387] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-12T20:34:35.174510] [INFO ] [sig       ] UTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:35.315356] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UTI.txt
[2025-12-12T20:34:35.315478] [INFO ] [sig       ] [3347/3596] Completed UTI in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-12T20:34:35.315515] [INFO ] [sig       ] [3348/3596] Forecasting UTL...
[2025-12-12T20:34:35.315544] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-12T20:34:35.315590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-12T20:34:35.326859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-12T20:34:35.327126] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-12T20:34:35.328075] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-12T20:34:35.328126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:35.328156] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:35.328187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:35.328254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:35.386150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:35.386932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:35.387032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:35.387064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:35.507531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:35.507700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:35.507757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:35.507786] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:35.511879] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-12T20:34:35.512154] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-12T20:34:35.512298] [INFO ] [sig       ] UTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:35.654588] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UTL.txt
[2025-12-12T20:34:35.654721] [INFO ] [sig       ] [3348/3596] Completed UTL in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-12T20:34:35.654758] [INFO ] [sig       ] [3349/3596] Forecasting UTMD...
[2025-12-12T20:34:35.654788] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-12T20:34:35.654819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-12T20:34:35.667251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-12T20:34:35.667769] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-12T20:34:35.668532] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-12T20:34:35.668600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:35.668633] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:35.668658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:35.668713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:35.727072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:35.727893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:35.727969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:35.728002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:35.842968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:35.843076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:35.843115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:35.843143] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:35.846631] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-12T20:34:35.846957] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-12T20:34:35.847094] [INFO ] [sig       ] UTMD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:35.987857] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UTMD.txt
[2025-12-12T20:34:35.987996] [INFO ] [sig       ] [3349/3596] Completed UTMD in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-12T20:34:35.988033] [INFO ] [sig       ] [3350/3596] Forecasting UTWO...
[2025-12-12T20:34:35.988061] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-12T20:34:35.988090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-12T20:34:35.999508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-12T20:34:35.999807] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-12T20:34:36.000600] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-12T20:34:36.000654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:36.000685] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:36.000710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:36.000765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:36.061225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:36.062017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:36.062093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:36.062125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:36.183549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:36.183689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:36.183726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:36.183753] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:36.187104] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2025-12-12T20:34:36.187366] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-12T20:34:36.187487] [INFO ] [sig       ] UTWO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:36.325838] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UTWO.txt
[2025-12-12T20:34:36.325955] [INFO ] [sig       ] [3350/3596] Completed UTWO in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-12T20:34:36.325992] [INFO ] [sig       ] [3351/3596] Forecasting UTZ...
[2025-12-12T20:34:36.326021] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-12T20:34:36.326050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-12T20:34:36.337838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-12T20:34:36.338095] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-12T20:34:36.338867] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-12T20:34:36.338928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:36.338961] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:36.338987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:36.339042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:36.400193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:36.400974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:36.401057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:36.401089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:36.518307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:36.518430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:36.518466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:36.518496] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:36.521696] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-12T20:34:36.521964] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-12T20:34:36.522081] [INFO ] [sig       ] UTZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:36.659480] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UTZ.txt
[2025-12-12T20:34:36.659634] [INFO ] [sig       ] [3351/3596] Completed UTZ in 0.3s | 2.86 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-12T20:34:36.659674] [INFO ] [sig       ] [3352/3596] Forecasting UVE...
[2025-12-12T20:34:36.659701] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-12T20:34:36.659731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-12T20:34:36.672180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-12T20:34:36.672552] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-12T20:34:36.673390] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-12T20:34:36.673442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:36.673486] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:36.673513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:36.673589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:36.731725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:36.732603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:36.732686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:36.732718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:36.855683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:36.855831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:36.855869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:36.855897] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:36.859174] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-12T20:34:36.859648] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-12T20:34:36.859768] [INFO ] [sig       ] UVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:37.003035] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UVE.txt
[2025-12-12T20:34:37.003194] [INFO ] [sig       ] [3352/3596] Completed UVE in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:37.003233] [INFO ] [sig       ] [3353/3596] Forecasting UVSP...
[2025-12-12T20:34:37.003262] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-12T20:34:37.003293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-12T20:34:37.015398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-12T20:34:37.015771] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-12T20:34:37.016543] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-12T20:34:37.016618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:37.016651] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:37.016679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:37.016735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:37.080113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:37.080980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:37.081061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:37.081094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:37.206129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:37.206290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:37.206338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:37.206371] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:37.210282] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2025-12-12T20:34:37.210750] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-12T20:34:37.210872] [INFO ] [sig       ] UVSP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:37.347666] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UVSP.txt
[2025-12-12T20:34:37.347779] [INFO ] [sig       ] [3353/3596] Completed UVSP in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:37.347816] [INFO ] [sig       ] [3354/3596] Forecasting UWMC...
[2025-12-12T20:34:37.347844] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-12T20:34:37.347873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-12T20:34:37.359149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-12T20:34:37.359443] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-12T20:34:37.360318] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-12T20:34:37.360371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:37.360403] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:37.360429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:37.360484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:37.417933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:37.418639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:37.418717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:37.418750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:37.538474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:37.538624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:37.538663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:37.538692] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:37.541996] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=52.76%)
[2025-12-12T20:34:37.542257] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-12T20:34:37.542373] [INFO ] [sig       ] UWMC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:37.680825] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UWMC.txt
[2025-12-12T20:34:37.680956] [INFO ] [sig       ] [3354/3596] Completed UWMC in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:37.680994] [INFO ] [sig       ] [3355/3596] Forecasting UXIN...
[2025-12-12T20:34:37.681023] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-12T20:34:37.681053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-12T20:34:37.691958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-12T20:34:37.692255] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-12T20:34:37.693058] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-12T20:34:37.693111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:37.693177] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:37.693217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:37.693296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:37.752350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:37.753030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:37.753108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:37.753141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:37.874975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:37.875139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:37.875178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:37.875205] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:37.879262] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-12T20:34:37.879532] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-12T20:34:37.880045] [INFO ] [sig       ] UXIN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:38.021757] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UXIN.txt
[2025-12-12T20:34:38.021885] [INFO ] [sig       ] [3355/3596] Completed UXIN in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:38.021929] [INFO ] [sig       ] [3356/3596] Forecasting UYLD...
[2025-12-12T20:34:38.021959] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-12T20:34:38.021989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-12T20:34:38.032880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-12T20:34:38.033181] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-12T20:34:38.033953] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-12T20:34:38.034004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:38.034035] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:38.034061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:38.034115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:38.091596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:38.092501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:38.092600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:38.092636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:38.205800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:38.205954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:38.205993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:38.206021] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:38.209337] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-12T20:34:38.209625] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-12T20:34:38.209745] [INFO ] [sig       ] UYLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:38.352067] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/UYLD.txt
[2025-12-12T20:34:38.352232] [INFO ] [sig       ] [3356/3596] Completed UYLD in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:38.352272] [INFO ] [sig       ] [3357/3596] Forecasting UZE...
[2025-12-12T20:34:38.352307] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-12T20:34:38.352344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-12T20:34:38.364154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-12T20:34:38.364508] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-12T20:34:38.365276] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-12T20:34:38.365331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:38.365362] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:38.365388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:38.365443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:38.423951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:38.424875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:38.424952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:38.424984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:38.536337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:38.536499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:38.536538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:38.536566] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:38.539906] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=48.50%)
[2025-12-12T20:34:38.540182] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-12T20:34:38.540326] [INFO ] [sig       ] UZE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:38.681610] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/UZE.txt
[2025-12-12T20:34:38.681767] [INFO ] [sig       ] [3357/3596] Completed UZE in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:38.681806] [INFO ] [sig       ] [3358/3596] Forecasting VAC...
[2025-12-12T20:34:38.681836] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-12T20:34:38.681872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-12T20:34:38.693560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-12T20:34:38.693905] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-12T20:34:38.694669] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-12T20:34:38.694719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:38.694749] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:38.694775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:38.694830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:38.766642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:38.767550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:38.767679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:38.767734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:38.888684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:38.888841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:38.888878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:38.888938] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:38.892633] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-12T20:34:38.892907] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-12T20:34:38.893026] [INFO ] [sig       ] VAC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:39.047286] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VAC.txt
[2025-12-12T20:34:39.047444] [INFO ] [sig       ] [3358/3596] Completed VAC in 0.4s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:39.047483] [INFO ] [sig       ] [3359/3596] Forecasting VAL...
[2025-12-12T20:34:39.047513] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-12T20:34:39.047545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-12T20:34:39.059546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-12T20:34:39.059868] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-12T20:34:39.060653] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-12T20:34:39.060703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:39.060733] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:39.060760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:39.060814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:39.119592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:39.120447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:39.120525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:39.120557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:39.241859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:39.242017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:39.242058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:39.242104] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:39.245890] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-12T20:34:39.246175] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-12T20:34:39.246299] [INFO ] [sig       ] VAL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:39.392277] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VAL.txt
[2025-12-12T20:34:39.392437] [INFO ] [sig       ] [3359/3596] Completed VAL in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:39.392477] [INFO ] [sig       ] [3360/3596] Forecasting VALE...
[2025-12-12T20:34:39.392508] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-12T20:34:39.392538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-12T20:34:39.405199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-12T20:34:39.405604] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-12T20:34:39.406410] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-12T20:34:39.406470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:39.406500] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:39.406525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:39.406610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:39.466371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:39.467403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:39.467483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:39.467515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:39.593178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:39.593450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:39.593497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:39.593526] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:39.597006] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-12T20:34:39.597284] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-12T20:34:39.597411] [INFO ] [sig       ] VALE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:39.746423] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VALE.txt
[2025-12-12T20:34:39.746601] [INFO ] [sig       ] [3360/3596] Completed VALE in 0.4s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:39.746642] [INFO ] [sig       ] [3361/3596] Forecasting VALN...
[2025-12-12T20:34:39.746672] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-12T20:34:39.746703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-12T20:34:39.757877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-12T20:34:39.758262] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-12T20:34:39.759091] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-12T20:34:39.759143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:39.759173] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:39.759198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:39.759254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:39.820521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:39.821405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:39.821720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:39.821756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:39.940920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:39.941084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:39.941123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:39.941151] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:39.945022] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-12-12T20:34:39.945343] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-12T20:34:39.945479] [INFO ] [sig       ] VALN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:40.096330] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VALN.txt
[2025-12-12T20:34:40.096503] [INFO ] [sig       ] [3361/3596] Completed VALN in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:40.096541] [INFO ] [sig       ] [3362/3596] Forecasting VANI...
[2025-12-12T20:34:40.096587] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-12T20:34:40.096621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-12T20:34:40.108018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-12T20:34:40.108402] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-12T20:34:40.109202] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-12T20:34:40.109253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:40.109284] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:40.109310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:40.109368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:40.167213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:40.168257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:40.168338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:40.168369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:40.294419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:40.294588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:40.294630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:40.294659] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:40.297948] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-12-12T20:34:40.298236] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-12T20:34:40.298359] [INFO ] [sig       ] VANI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:40.452011] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VANI.txt
[2025-12-12T20:34:40.452205] [INFO ] [sig       ] [3362/3596] Completed VANI in 0.4s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:40.452244] [INFO ] [sig       ] [3363/3596] Forecasting VBF...
[2025-12-12T20:34:40.452274] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-12T20:34:40.452305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-12T20:34:40.464794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-12T20:34:40.465148] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-12T20:34:40.465949] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-12T20:34:40.466000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:40.466030] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:40.466069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:40.466125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:40.529338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:40.530406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:40.530488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:40.530520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:40.654116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:40.654259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:40.654298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:40.654326] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:40.657704] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-12T20:34:40.657979] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-12T20:34:40.658102] [INFO ] [sig       ] VBF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:40.805985] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VBF.txt
[2025-12-12T20:34:40.806115] [INFO ] [sig       ] [3363/3596] Completed VBF in 0.4s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:40.806153] [INFO ] [sig       ] [3364/3596] Forecasting VBNK...
[2025-12-12T20:34:40.806183] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-12T20:34:40.806213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-12T20:34:40.817686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-12T20:34:40.817984] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-12T20:34:40.818786] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-12T20:34:40.818836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:40.818866] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:40.818892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:40.818947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:40.878746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:40.879688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:40.879771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:40.879803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:41.005332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:41.005484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:41.005522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:41.005549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:41.009685] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-12T20:34:41.010006] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-12T20:34:41.010138] [INFO ] [sig       ] VBNK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:41.160007] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VBNK.txt
[2025-12-12T20:34:41.160174] [INFO ] [sig       ] [3364/3596] Completed VBNK in 0.4s | 2.86 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-12T20:34:41.160212] [INFO ] [sig       ] [3365/3596] Forecasting VC...
[2025-12-12T20:34:41.160241] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-12T20:34:41.160272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-12T20:34:41.172870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-12T20:34:41.173247] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-12T20:34:41.174063] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-12T20:34:41.174115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:41.174145] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:41.174172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:41.174227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:41.232811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:41.233688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:41.233801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:41.233834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:41.358840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:41.358970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:41.359007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:41.359035] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:41.362494] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-12-12T20:34:41.362781] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-12T20:34:41.362903] [INFO ] [sig       ] VC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:41.521677] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VC.txt
[2025-12-12T20:34:41.521839] [INFO ] [sig       ] [3365/3596] Completed VC in 0.4s | 2.86 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-12T20:34:41.521877] [INFO ] [sig       ] [3366/3596] Forecasting VCEL...
[2025-12-12T20:34:41.521907] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-12T20:34:41.521937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-12T20:34:41.533430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-12T20:34:41.533800] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-12T20:34:41.534613] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-12T20:34:41.534671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:41.534703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:41.534730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:41.534787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:41.597097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:41.597936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:41.598017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:41.598050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:41.716659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:41.716790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:41.716827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:41.716856] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:41.720145] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-12T20:34:41.720441] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-12T20:34:41.720570] [INFO ] [sig       ] VCEL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:41.866838] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VCEL.txt
[2025-12-12T20:34:41.866990] [INFO ] [sig       ] [3366/3596] Completed VCEL in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-12T20:34:41.867028] [INFO ] [sig       ] [3367/3596] Forecasting VCRB...
[2025-12-12T20:34:41.867057] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-12T20:34:41.867101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-12T20:34:41.879088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-12T20:34:41.879448] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-12T20:34:41.880506] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-12T20:34:41.880590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:41.880636] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:41.880674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:41.880957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:41.948293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:41.949225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:41.949307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:41.949341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:42.073844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:42.073996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:42.074037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:42.074067] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:42.077421] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-12T20:34:42.077737] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-12T20:34:42.077867] [INFO ] [sig       ] VCRB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:42.216942] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VCRB.txt
[2025-12-12T20:34:42.217098] [INFO ] [sig       ] [3367/3596] Completed VCRB in 0.4s | 2.86 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-12T20:34:42.217136] [INFO ] [sig       ] [3368/3596] Forecasting VCSH...
[2025-12-12T20:34:42.217166] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-12T20:34:42.217196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-12T20:34:42.228726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-12T20:34:42.229067] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-12T20:34:42.229837] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-12T20:34:42.229915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:42.229946] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:42.229972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:42.230027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:42.288248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:42.289304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:42.289384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:42.289417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:42.412221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:42.412373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:42.412413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:42.412441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:42.415819] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-12-12T20:34:42.416112] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-12T20:34:42.416234] [INFO ] [sig       ] VCSH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:42.563104] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VCSH.txt
[2025-12-12T20:34:42.563345] [INFO ] [sig       ] [3368/3596] Completed VCSH in 0.3s | 2.86 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-12T20:34:42.563396] [INFO ] [sig       ] [3369/3596] Forecasting VECO...
[2025-12-12T20:34:42.563434] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-12T20:34:42.563471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-12T20:34:42.576681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-12T20:34:42.577038] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-12T20:34:42.577843] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-12T20:34:42.577894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:42.577926] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:42.577952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:42.578007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:42.636664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:42.637696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:42.637775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:42.637810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:42.760154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:42.760309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:42.760349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:42.760379] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:42.764171] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-12T20:34:42.764475] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-12T20:34:42.764810] [INFO ] [sig       ] VECO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:42.910371] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VECO.txt
[2025-12-12T20:34:42.910524] [INFO ] [sig       ] [3369/3596] Completed VECO in 0.3s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:42.910562] [INFO ] [sig       ] [3370/3596] Forecasting VEEE...
[2025-12-12T20:34:42.910613] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-12T20:34:42.910644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-12T20:34:42.922661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-12T20:34:42.923028] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-12T20:34:42.924043] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-12T20:34:42.924112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:42.924159] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:42.924197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:42.924271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:42.984976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:42.985819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:42.985899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:42.985932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:43.103439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:43.103794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:43.103834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:43.103879] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:43.107487] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-12T20:34:43.107774] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-12T20:34:43.107897] [INFO ] [sig       ] VEEE: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:43.248645] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VEEE.txt
[2025-12-12T20:34:43.248790] [INFO ] [sig       ] [3370/3596] Completed VEEE in 0.3s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:43.248829] [INFO ] [sig       ] [3371/3596] Forecasting VEL...
[2025-12-12T20:34:43.248858] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-12T20:34:43.248889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-12T20:34:43.260958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-12T20:34:43.261219] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-12T20:34:43.261980] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-12T20:34:43.262031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:43.262061] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:43.262087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:43.262141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:43.323459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:43.324318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:43.324402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:43.324438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:43.444307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:43.444464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:43.444508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:43.444538] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:43.448343] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-12-12T20:34:43.448687] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-12T20:34:43.448821] [INFO ] [sig       ] VEL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:43.625727] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VEL.txt
[2025-12-12T20:34:43.625910] [INFO ] [sig       ] [3371/3596] Completed VEL in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:43.625955] [INFO ] [sig       ] [3372/3596] Forecasting VEON...
[2025-12-12T20:34:43.625997] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-12T20:34:43.626042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-12T20:34:43.638680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-12T20:34:43.639033] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-12T20:34:43.639963] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-12T20:34:43.640016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:43.640074] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:43.640101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:43.640161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:43.704874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:43.705739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:43.705819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:43.705852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:43.843043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:43.843194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:43.843234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:43.843262] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:43.846772] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-12T20:34:43.847068] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-12T20:34:43.847195] [INFO ] [sig       ] VEON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:44.005153] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VEON.txt
[2025-12-12T20:34:44.005321] [INFO ] [sig       ] [3372/3596] Completed VEON in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:44.005377] [INFO ] [sig       ] [3373/3596] Forecasting VERA...
[2025-12-12T20:34:44.005428] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-12T20:34:44.005480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-12T20:34:44.017872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-12T20:34:44.018194] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-12T20:34:44.019007] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-12T20:34:44.019059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:44.019091] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:44.019117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:44.019174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:44.087985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:44.089078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:44.089156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:44.089188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:44.211948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:44.212106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:44.212146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:44.212174] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:44.215534] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-12T20:34:44.215841] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-12T20:34:44.215963] [INFO ] [sig       ] VERA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:44.360364] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VERA.txt
[2025-12-12T20:34:44.360522] [INFO ] [sig       ] [3373/3596] Completed VERA in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:44.360562] [INFO ] [sig       ] [3374/3596] Forecasting VERI...
[2025-12-12T20:34:44.360611] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-12T20:34:44.360833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-12T20:34:44.372892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-12T20:34:44.373200] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-12T20:34:44.374018] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-12T20:34:44.374068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:44.374105] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:44.374143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:44.374219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:44.435518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:44.436312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:44.436389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:44.436421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:44.559448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:44.559616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:44.559657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:44.559685] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:44.563104] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-12T20:34:44.563378] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-12T20:34:44.563499] [INFO ] [sig       ] VERI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:44.705895] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VERI.txt
[2025-12-12T20:34:44.706039] [INFO ] [sig       ] [3374/3596] Completed VERI in 0.3s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:44.706077] [INFO ] [sig       ] [3375/3596] Forecasting VERO...
[2025-12-12T20:34:44.706106] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-12T20:34:44.706137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-12T20:34:44.717709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-12T20:34:44.718059] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-12T20:34:44.718863] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-12T20:34:44.718914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:44.718944] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:44.718969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:44.719024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:44.775841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:44.776554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:44.776652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:44.776683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:44.896102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:44.896282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:44.896323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:44.896382] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:44.899917] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-12T20:34:44.900258] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-12T20:34:44.900403] [INFO ] [sig       ] VERO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:45.046144] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VERO.txt
[2025-12-12T20:34:45.046310] [INFO ] [sig       ] [3375/3596] Completed VERO in 0.3s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:45.046350] [INFO ] [sig       ] [3376/3596] Forecasting VERX...
[2025-12-12T20:34:45.046379] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-12T20:34:45.046410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-12T20:34:45.059045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-12T20:34:45.059393] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-12T20:34:45.060449] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-12T20:34:45.060516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:45.060549] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:45.060594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:45.060655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:45.125167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:45.126059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:45.126148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:45.126196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:45.248241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:45.248413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:45.248453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:45.248483] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:45.251970] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=55.59%)
[2025-12-12T20:34:45.252275] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-12T20:34:45.252409] [INFO ] [sig       ] VERX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:45.397192] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VERX.txt
[2025-12-12T20:34:45.397356] [INFO ] [sig       ] [3376/3596] Completed VERX in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:45.397395] [INFO ] [sig       ] [3377/3596] Forecasting VFC...
[2025-12-12T20:34:45.397424] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-12T20:34:45.397455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-12T20:34:45.410719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-12T20:34:45.411119] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-12T20:34:45.412111] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-12T20:34:45.412162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:45.412193] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:45.412219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:45.412274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:45.473881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:45.474810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:45.474891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:45.474923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:45.622359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:45.622532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:45.622594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:45.622631] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:45.626383] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-12T20:34:45.626794] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-12T20:34:45.626941] [INFO ] [sig       ] VFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:45.772323] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VFC.txt
[2025-12-12T20:34:45.772474] [INFO ] [sig       ] [3377/3596] Completed VFC in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:45.772519] [INFO ] [sig       ] [3378/3596] Forecasting VFF...
[2025-12-12T20:34:45.772555] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-12T20:34:45.772622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-12T20:34:45.784771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-12T20:34:45.785089] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-12T20:34:45.785889] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-12T20:34:45.785942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:45.785973] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:45.785999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:45.786053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:45.845503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:45.846258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:45.846336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:45.846370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:45.965189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:45.965336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:45.965377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:45.965406] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:45.968765] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-12T20:34:45.969060] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-12T20:34:45.969185] [INFO ] [sig       ] VFF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:46.112522] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VFF.txt
[2025-12-12T20:34:46.112703] [INFO ] [sig       ] [3378/3596] Completed VFF in 0.3s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:46.112745] [INFO ] [sig       ] [3379/3596] Forecasting VFLO...
[2025-12-12T20:34:46.112776] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-12T20:34:46.112808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-12T20:34:46.125003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-12T20:34:46.125334] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-12T20:34:46.126322] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-12T20:34:46.126374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:46.126406] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:46.126437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:46.126505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:46.185739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:46.186539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:46.186640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:46.186673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:46.337046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:46.337227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:46.337275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:46.337304] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:46.341329] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-12T20:34:46.341669] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-12T20:34:46.341812] [INFO ] [sig       ] VFLO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:46.501959] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VFLO.txt
[2025-12-12T20:34:46.502128] [INFO ] [sig       ] [3379/3596] Completed VFLO in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:46.502170] [INFO ] [sig       ] [3380/3596] Forecasting VFS...
[2025-12-12T20:34:46.502201] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-12T20:34:46.502241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-12T20:34:46.514738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-12T20:34:46.515090] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-12T20:34:46.515884] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-12T20:34:46.515934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:46.515965] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:46.515991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:46.516045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:46.576466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:46.577503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:46.577601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:46.577635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:46.704041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:46.704200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:46.704239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:46.704267] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:46.707641] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-12T20:34:46.707936] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-12T20:34:46.708063] [INFO ] [sig       ] VFS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:46.864949] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VFS.txt
[2025-12-12T20:34:46.865105] [INFO ] [sig       ] [3380/3596] Completed VFS in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:46.865143] [INFO ] [sig       ] [3381/3596] Forecasting VGI...
[2025-12-12T20:34:46.865172] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-12T20:34:46.865202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-12T20:34:46.877986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-12T20:34:46.878373] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-12T20:34:46.879147] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-12T20:34:46.879198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:46.879229] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:46.879255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:46.879309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:46.939010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:46.939911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:46.940003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:46.940034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:47.064044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:47.064202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:47.064242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:47.064269] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:47.067931] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-12-12T20:34:47.068219] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-12T20:34:47.068341] [INFO ] [sig       ] VGI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:47.230313] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VGI.txt
[2025-12-12T20:34:47.230486] [INFO ] [sig       ] [3381/3596] Completed VGI in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-12T20:34:47.230534] [INFO ] [sig       ] [3382/3596] Forecasting VGM...
[2025-12-12T20:34:47.230594] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-12T20:34:47.230635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-12T20:34:47.243856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-12T20:34:47.244250] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-12T20:34:47.245115] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-12T20:34:47.245170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:47.245202] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:47.245228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:47.245284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:47.311441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:47.312453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:47.312594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:47.312631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:47.448629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:47.448792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:47.448840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:47.448874] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:47.453499] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2025-12-12T20:34:47.454085] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-12T20:34:47.454232] [INFO ] [sig       ] VGM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:47.606857] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VGM.txt
[2025-12-12T20:34:47.607015] [INFO ] [sig       ] [3382/3596] Completed VGM in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-12T20:34:47.607054] [INFO ] [sig       ] [3383/3596] Forecasting VGSH...
[2025-12-12T20:34:47.607083] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-12T20:34:47.607115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-12T20:34:47.619900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-12T20:34:47.620261] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-12T20:34:47.621070] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-12T20:34:47.621122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:47.621152] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:47.621178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:47.621233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:47.682310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:47.683139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:47.683221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:47.683252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:47.814985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:47.815136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:47.815194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:47.815222] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:47.818599] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-12T20:34:47.818885] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-12T20:34:47.819001] [INFO ] [sig       ] VGSH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:47.959369] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VGSH.txt
[2025-12-12T20:34:47.959504] [INFO ] [sig       ] [3383/3596] Completed VGSH in 0.4s | 2.86 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-12T20:34:47.959543] [INFO ] [sig       ] [3384/3596] Forecasting VICI...
[2025-12-12T20:34:47.959592] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-12T20:34:47.959632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-12T20:34:47.970451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-12T20:34:47.970756] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-12T20:34:47.971537] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-12T20:34:47.971605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:47.971637] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:47.971663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:47.971719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:48.029017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:48.029739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:48.029819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:48.029852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:48.160464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:48.160648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:48.160691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:48.160719] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:48.164359] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-12-12T20:34:48.164656] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-12T20:34:48.164780] [INFO ] [sig       ] VICI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:48.305436] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VICI.txt
[2025-12-12T20:34:48.305605] [INFO ] [sig       ] [3384/3596] Completed VICI in 0.3s | 2.86 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-12T20:34:48.305654] [INFO ] [sig       ] [3385/3596] Forecasting VIGI...
[2025-12-12T20:34:48.305689] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-12T20:34:48.305721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-12T20:34:48.319004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-12T20:34:48.319343] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-12T20:34:48.320145] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-12T20:34:48.320196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:48.320227] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:48.320252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:48.320307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:48.378136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:48.378925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:48.379003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:48.379034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:48.494827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:48.494982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:48.495022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:48.495053] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:48.498374] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-12T20:34:48.498675] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-12T20:34:48.498800] [INFO ] [sig       ] VIGI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:48.639385] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VIGI.txt
[2025-12-12T20:34:48.639584] [INFO ] [sig       ] [3385/3596] Completed VIGI in 0.3s | 2.86 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-12T20:34:48.639627] [INFO ] [sig       ] [3386/3596] Forecasting VINP...
[2025-12-12T20:34:48.639657] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-12T20:34:48.639687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-12T20:34:48.650466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-12T20:34:48.650830] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-12T20:34:48.651630] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-12T20:34:48.651688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:48.651718] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:48.651744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:48.651798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:48.710632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:48.711531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:48.711645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:48.711687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:48.828328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:48.828479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:48.828522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:48.828553] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:48.832064] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-12T20:34:48.832369] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-12T20:34:48.832499] [INFO ] [sig       ] VINP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:48.975826] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VINP.txt
[2025-12-12T20:34:48.975971] [INFO ] [sig       ] [3386/3596] Completed VINP in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:48.976009] [INFO ] [sig       ] [3387/3596] Forecasting VIPS...
[2025-12-12T20:34:48.976038] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-12T20:34:48.976068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-12T20:34:48.988675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-12T20:34:48.988955] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-12T20:34:48.989724] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-12T20:34:48.989774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:48.989814] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:48.989842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:48.989917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:49.047849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:49.048597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:49.048689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:49.048724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:49.177471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:49.177649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:49.177689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:49.177717] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:49.181269] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-12-12T20:34:49.181560] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-12T20:34:49.181725] [INFO ] [sig       ] VIPS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:49.327077] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VIPS.txt
[2025-12-12T20:34:49.327217] [INFO ] [sig       ] [3387/3596] Completed VIPS in 0.4s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:49.327255] [INFO ] [sig       ] [3388/3596] Forecasting VIRC...
[2025-12-12T20:34:49.327285] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-12T20:34:49.327316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-12T20:34:49.339204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-12T20:34:49.339528] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-12T20:34:49.340375] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-12T20:34:49.340428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:49.340460] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:49.340488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:49.340544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:49.399872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:49.400656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:49.400735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:49.400767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:49.521288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:49.521441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:49.521482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:49.521513] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:49.525002] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-12-12T20:34:49.525286] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-12T20:34:49.525406] [INFO ] [sig       ] VIRC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:49.670887] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VIRC.txt
[2025-12-12T20:34:49.671043] [INFO ] [sig       ] [3388/3596] Completed VIRC in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:49.671090] [INFO ] [sig       ] [3389/3596] Forecasting VITL...
[2025-12-12T20:34:49.671125] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-12T20:34:49.671155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-12T20:34:49.682680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-12T20:34:49.683015] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-12T20:34:49.683856] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-12T20:34:49.683908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:49.683972] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:49.684011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:49.684091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:49.743843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:49.744647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:49.744726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:49.744760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:49.868279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:49.868432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:49.868471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:49.868499] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:49.871940] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-12T20:34:49.872219] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-12T20:34:49.872342] [INFO ] [sig       ] VITL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:50.013925] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VITL.txt
[2025-12-12T20:34:50.014084] [INFO ] [sig       ] [3389/3596] Completed VITL in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:50.014123] [INFO ] [sig       ] [3390/3596] Forecasting VKQ...
[2025-12-12T20:34:50.014152] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-12T20:34:50.014183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-12T20:34:50.025523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-12T20:34:50.025898] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-12T20:34:50.026696] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-12T20:34:50.026749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:50.026781] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:50.026808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:50.026864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:50.085997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:50.086734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:50.086813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:50.086846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:50.205487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:50.205671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:50.205714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:50.205744] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:50.209425] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-12T20:34:50.209725] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-12T20:34:50.209847] [INFO ] [sig       ] VKQ: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:50.358205] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VKQ.txt
[2025-12-12T20:34:50.358352] [INFO ] [sig       ] [3390/3596] Completed VKQ in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:50.358397] [INFO ] [sig       ] [3391/3596] Forecasting VKTX...
[2025-12-12T20:34:50.358427] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-12T20:34:50.358457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-12T20:34:50.375721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-12T20:34:50.376229] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-12T20:34:50.377338] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-12T20:34:50.377390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:50.377422] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:50.377447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:50.377501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:50.435834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:50.436517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:50.436609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:50.436644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:50.555397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:50.555518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:50.555554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:50.555598] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:50.558802] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-12T20:34:50.559076] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-12T20:34:50.559198] [INFO ] [sig       ] VKTX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:50.699593] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VKTX.txt
[2025-12-12T20:34:50.699710] [INFO ] [sig       ] [3391/3596] Completed VKTX in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:50.699747] [INFO ] [sig       ] [3392/3596] Forecasting VLGEA...
[2025-12-12T20:34:50.699774] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-12T20:34:50.699804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-12T20:34:50.711994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-12T20:34:50.712287] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-12T20:34:50.713225] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-12T20:34:50.713275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:50.713305] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:50.713330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:50.713383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:50.771265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:50.771968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:50.772045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:50.772076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:50.893673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:50.893832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:50.893872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:50.893930] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:50.897225] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-12T20:34:50.897489] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-12T20:34:50.897641] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:51.035615] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VLGEA.txt
[2025-12-12T20:34:51.035763] [INFO ] [sig       ] [3392/3596] Completed VLGEA in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:51.035802] [INFO ] [sig       ] [3393/3596] Forecasting VLN...
[2025-12-12T20:34:51.035830] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-12T20:34:51.035860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-12T20:34:51.046926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-12T20:34:51.047208] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-12T20:34:51.047983] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-12T20:34:51.048034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:51.048064] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:51.048090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:51.048145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:51.104411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:51.105076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:51.105150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:51.105181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:51.224607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:51.224798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:51.224847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:51.224875] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:51.228318] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-12T20:34:51.228611] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-12T20:34:51.228734] [INFO ] [sig       ] VLN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:51.369659] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VLN.txt
[2025-12-12T20:34:51.370030] [INFO ] [sig       ] [3393/3596] Completed VLN in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:51.370070] [INFO ] [sig       ] [3394/3596] Forecasting VLO...
[2025-12-12T20:34:51.370098] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-12T20:34:51.370130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-12T20:34:51.382698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-12T20:34:51.383052] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-12T20:34:51.384016] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-12T20:34:51.384067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:51.384097] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:51.384123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:51.384179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:51.443629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:51.444470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:51.444549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:51.444603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:51.571046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:51.571201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:51.571240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:51.571289] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:51.574689] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-12T20:34:51.574964] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-12T20:34:51.575087] [INFO ] [sig       ] VLO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:51.725131] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VLO.txt
[2025-12-12T20:34:51.725290] [INFO ] [sig       ] [3394/3596] Completed VLO in 0.4s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:51.725327] [INFO ] [sig       ] [3395/3596] Forecasting VLRS...
[2025-12-12T20:34:51.725356] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-12T20:34:51.725386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-12T20:34:51.737660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-12T20:34:51.738008] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-12T20:34:51.738827] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-12T20:34:51.738879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:51.738911] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:51.738938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:51.738995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:51.799388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:51.800630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:51.800733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:51.800771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:51.933836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:51.934024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:51.934069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:51.934098] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:51.937595] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-12-12T20:34:51.937867] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-12T20:34:51.937996] [INFO ] [sig       ] VLRS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:52.083545] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VLRS.txt
[2025-12-12T20:34:52.083737] [INFO ] [sig       ] [3395/3596] Completed VLRS in 0.4s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:52.083782] [INFO ] [sig       ] [3396/3596] Forecasting VLTO...
[2025-12-12T20:34:52.083811] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-12T20:34:52.083842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-12T20:34:52.095360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-12T20:34:52.095657] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-12T20:34:52.096631] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-12T20:34:52.096684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:52.096716] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:52.096743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:52.096799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:52.155725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:52.156464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:52.156561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:52.156615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:52.276223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:52.276369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:52.276408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:52.276437] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:52.279741] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-12-12T20:34:52.280031] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-12T20:34:52.280152] [INFO ] [sig       ] VLTO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:52.423916] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VLTO.txt
[2025-12-12T20:34:52.424119] [INFO ] [sig       ] [3396/3596] Completed VLTO in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:52.424173] [INFO ] [sig       ] [3397/3596] Forecasting VLY...
[2025-12-12T20:34:52.424215] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-12T20:34:52.424257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-12T20:34:52.439510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-12T20:34:52.439952] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-12T20:34:52.441015] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-12T20:34:52.441081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:52.441127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:52.441166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:52.441250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:52.511213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:52.512051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:52.512127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:52.512159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:52.636600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:52.636749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:52.636788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:52.636815] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:52.640155] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=76.40%)
[2025-12-12T20:34:52.640423] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-12T20:34:52.640541] [INFO ] [sig       ] VLY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:52.791450] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VLY.txt
[2025-12-12T20:34:52.791618] [INFO ] [sig       ] [3397/3596] Completed VLY in 0.4s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:52.791661] [INFO ] [sig       ] [3398/3596] Forecasting VMBS...
[2025-12-12T20:34:52.791691] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-12T20:34:52.791720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-12T20:34:52.806174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-12T20:34:52.806678] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-12T20:34:52.807511] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-12T20:34:52.807566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:52.807664] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:52.807714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:52.807783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:52.869797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:52.870821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:52.870912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:52.870943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:53.003715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:53.003900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:53.003941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:53.003968] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:53.008105] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-12-12T20:34:53.008448] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-12T20:34:53.008608] [INFO ] [sig       ] VMBS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:53.152277] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VMBS.txt
[2025-12-12T20:34:53.152447] [INFO ] [sig       ] [3398/3596] Completed VMBS in 0.4s | 2.86 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-12T20:34:53.152487] [INFO ] [sig       ] [3399/3596] Forecasting VMD...
[2025-12-12T20:34:53.152517] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-12T20:34:53.152545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-12T20:34:53.163834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-12T20:34:53.164171] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-12T20:34:53.164946] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-12T20:34:53.164996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:53.165027] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:53.165053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:53.165108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:53.224320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:53.225062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:53.225169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:53.225201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:53.346430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:53.346604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:53.346648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:53.346676] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:53.350330] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-12T20:34:53.350629] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-12T20:34:53.350754] [INFO ] [sig       ] VMD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:53.505662] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VMD.txt
[2025-12-12T20:34:53.505821] [INFO ] [sig       ] [3399/3596] Completed VMD in 0.4s | 2.86 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-12T20:34:53.505860] [INFO ] [sig       ] [3400/3596] Forecasting VMI...
[2025-12-12T20:34:53.505891] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-12T20:34:53.505922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-12T20:34:53.517607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-12T20:34:53.517981] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-12T20:34:53.518803] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-12T20:34:53.518856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:53.518888] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:53.518916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:53.518974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:53.578105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:53.578911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:53.578991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:53.579024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:53.705931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:53.706078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:53.706119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:53.706150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:53.709522] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=51.85%)
[2025-12-12T20:34:53.709815] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-12T20:34:53.709956] [INFO ] [sig       ] VMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:53.851591] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VMI.txt
[2025-12-12T20:34:53.851725] [INFO ] [sig       ] [3400/3596] Completed VMI in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-12T20:34:53.851762] [INFO ] [sig       ] [3401/3596] Forecasting VMO...
[2025-12-12T20:34:53.851790] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-12T20:34:53.851819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-12T20:34:53.863072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-12T20:34:53.863375] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-12T20:34:53.864402] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-12T20:34:53.864455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:53.864487] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:53.864513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:53.864569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:53.925564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:53.926298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:53.926376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:53.926410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:54.052646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:54.052800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:54.052840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:54.052870] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:54.056842] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=61.08%)
[2025-12-12T20:34:54.057118] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-12T20:34:54.057243] [INFO ] [sig       ] VMO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:54.206605] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VMO.txt
[2025-12-12T20:34:54.206790] [INFO ] [sig       ] [3401/3596] Completed VMO in 0.4s | 2.86 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-12T20:34:54.206838] [INFO ] [sig       ] [3402/3596] Forecasting VNDA...
[2025-12-12T20:34:54.206871] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-12T20:34:54.206909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-12T20:34:54.218854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-12T20:34:54.219174] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-12T20:34:54.220016] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-12T20:34:54.220067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:54.220097] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:54.220122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:54.220176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:54.279674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:54.280534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:54.280644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:54.280687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:54.405660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:54.405847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:54.405891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:54.405921] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:54.410148] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-12-12T20:34:54.410482] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-12T20:34:54.410639] [INFO ] [sig       ] VNDA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:54.548739] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VNDA.txt
[2025-12-12T20:34:54.548878] [INFO ] [sig       ] [3402/3596] Completed VNDA in 0.3s | 2.86 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-12T20:34:54.548917] [INFO ] [sig       ] [3403/3596] Forecasting VNO...
[2025-12-12T20:34:54.548945] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-12T20:34:54.548977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-12T20:34:54.561492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-12T20:34:54.561768] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-12T20:34:54.562895] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-12T20:34:54.562946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:54.562978] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:54.563004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:54.563060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:54.620370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:54.620988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:54.621061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:54.621091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:54.737708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:54.737868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:54.737907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:54.737935] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:54.741261] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-12-12T20:34:54.741531] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-12T20:34:54.741676] [INFO ] [sig       ] VNO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:54.886352] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VNO.txt
[2025-12-12T20:34:54.886524] [INFO ] [sig       ] [3403/3596] Completed VNO in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:54.886565] [INFO ] [sig       ] [3404/3596] Forecasting VNOM...
[2025-12-12T20:34:54.886614] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-12T20:34:54.886646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-12T20:34:54.899230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-12T20:34:54.899538] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-12T20:34:54.900343] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-12T20:34:54.900394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:54.900425] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:54.900451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:54.900506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:54.960304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:54.961392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:54.961470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:54.961502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:55.087214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:55.087374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:55.087414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:55.087441] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:55.091069] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-12T20:34:55.091425] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-12T20:34:55.091604] [INFO ] [sig       ] VNOM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:55.254217] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VNOM.txt
[2025-12-12T20:34:55.254378] [INFO ] [sig       ] [3404/3596] Completed VNOM in 0.4s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:55.254417] [INFO ] [sig       ] [3405/3596] Forecasting VNQI...
[2025-12-12T20:34:55.254444] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-12T20:34:55.254474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-12T20:34:55.267232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-12T20:34:55.267560] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-12T20:34:55.268330] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-12T20:34:55.268380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:55.268411] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:55.268436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:55.268490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:55.326768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:55.327655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:55.327733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:55.327763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:55.445478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:55.445646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:55.445694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:55.445729] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:55.449007] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=37.47%)
[2025-12-12T20:34:55.449275] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-12T20:34:55.449389] [INFO ] [sig       ] VNQI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:55.636549] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VNQI.txt
[2025-12-12T20:34:55.636726] [INFO ] [sig       ] [3405/3596] Completed VNQI in 0.4s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:55.636766] [INFO ] [sig       ] [3406/3596] Forecasting VOC...
[2025-12-12T20:34:55.636800] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-12T20:34:55.636831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-12T20:34:55.649103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-12T20:34:55.649361] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-12T20:34:55.650347] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-12T20:34:55.650397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:55.650452] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:55.650479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:55.650534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:55.709398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:55.710031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:55.710106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:55.710137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:55.827932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:55.828277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:55.828316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:55.828344] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:55.832132] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-12T20:34:55.832402] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-12T20:34:55.832524] [INFO ] [sig       ] VOC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:55.978851] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VOC.txt
[2025-12-12T20:34:55.978978] [INFO ] [sig       ] [3406/3596] Completed VOC in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:55.979017] [INFO ] [sig       ] [3407/3596] Forecasting VOD...
[2025-12-12T20:34:55.979045] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-12T20:34:55.979075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-12T20:34:55.991713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-12T20:34:55.991994] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-12T20:34:55.992761] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-12T20:34:55.992811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:55.992842] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:55.992869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:55.992924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:56.050951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:56.051558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:56.051657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:56.051689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:56.174776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:56.174934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:56.174974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:56.175002] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:56.178623] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-12T20:34:56.178891] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-12T20:34:56.179009] [INFO ] [sig       ] VOD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:56.335856] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VOD.txt
[2025-12-12T20:34:56.336003] [INFO ] [sig       ] [3407/3596] Completed VOD in 0.4s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:56.336041] [INFO ] [sig       ] [3408/3596] Forecasting VONE...
[2025-12-12T20:34:56.336070] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-12T20:34:56.336099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-12T20:34:56.349723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-12T20:34:56.350305] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-12T20:34:56.351338] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-12T20:34:56.351392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:56.351425] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:56.351451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:56.351508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:56.415133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:56.415965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:56.416051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:56.416085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:56.545873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:56.546026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:56.546066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:56.546095] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:56.549720] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-12T20:34:56.550223] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-12T20:34:56.550351] [INFO ] [sig       ] VONE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:56.700453] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VONE.txt
[2025-12-12T20:34:56.700639] [INFO ] [sig       ] [3408/3596] Completed VONE in 0.4s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:56.700682] [INFO ] [sig       ] [3409/3596] Forecasting VONG...
[2025-12-12T20:34:56.700716] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-12T20:34:56.700755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-12T20:34:56.713456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-12T20:34:56.713773] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-12T20:34:56.714525] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-12T20:34:56.714594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:56.714628] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:56.714654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:56.714732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:56.771975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:56.772646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:56.772723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:56.772755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:56.899766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:56.899934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:56.899980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:56.900038] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:56.903743] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=51.81%)
[2025-12-12T20:34:56.904166] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-12T20:34:56.904282] [INFO ] [sig       ] VONG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:57.043772] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VONG.txt
[2025-12-12T20:34:57.043902] [INFO ] [sig       ] [3409/3596] Completed VONG in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:57.043940] [INFO ] [sig       ] [3410/3596] Forecasting VOTE...
[2025-12-12T20:34:57.043969] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-12T20:34:57.043998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-12T20:34:57.055272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-12T20:34:57.055613] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-12T20:34:57.056364] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-12T20:34:57.056415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:57.056446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:57.056472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:57.056527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:57.118168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:57.118876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:57.119150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:57.119183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:57.239915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:57.240084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:57.240124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:57.240153] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:57.243453] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-12T20:34:57.243747] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-12T20:34:57.243870] [INFO ] [sig       ] VOTE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:57.389896] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VOTE.txt
[2025-12-12T20:34:57.390037] [INFO ] [sig       ] [3410/3596] Completed VOTE in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:57.390076] [INFO ] [sig       ] [3411/3596] Forecasting VPG...
[2025-12-12T20:34:57.390104] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-12T20:34:57.390133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-12T20:34:57.402389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-12T20:34:57.402796] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-12T20:34:57.403621] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-12T20:34:57.403703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:57.403737] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:57.403764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:57.403820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:57.462874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:57.463780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:57.463866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:57.463900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:57.585916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:57.586081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:57.586121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:57.586150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:57.589525] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-12-12T20:34:57.589822] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-12T20:34:57.589966] [INFO ] [sig       ] VPG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:57.731280] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VPG.txt
[2025-12-12T20:34:57.731445] [INFO ] [sig       ] [3411/3596] Completed VPG in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:57.731483] [INFO ] [sig       ] [3412/3596] Forecasting VPLS...
[2025-12-12T20:34:57.731512] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-12T20:34:57.731543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-12T20:34:57.743533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-12T20:34:57.743957] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-12T20:34:57.744834] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-12T20:34:57.744887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:57.744918] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:57.744943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:57.744997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:57.804772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:57.805613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:57.805694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:57.805728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:57.927870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:57.928022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:57.928060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:57.928088] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:57.931376] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-12T20:34:57.931658] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-12T20:34:57.931779] [INFO ] [sig       ] VPLS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:58.071093] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VPLS.txt
[2025-12-12T20:34:58.071227] [INFO ] [sig       ] [3412/3596] Completed VPLS in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:58.071265] [INFO ] [sig       ] [3413/3596] Forecasting VRA...
[2025-12-12T20:34:58.071294] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-12T20:34:58.071324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-12T20:34:58.082369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-12T20:34:58.082730] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-12T20:34:58.083510] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-12T20:34:58.083562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:58.083619] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:58.083647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:58.083702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:58.145125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:58.146027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:58.146115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:58.146151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:58.269737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:58.269915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:58.269955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:58.269983] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:58.273302] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-12T20:34:58.273594] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-12T20:34:58.273716] [INFO ] [sig       ] VRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:58.414113] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRA.txt
[2025-12-12T20:34:58.414256] [INFO ] [sig       ] [3413/3596] Completed VRA in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:58.414295] [INFO ] [sig       ] [3414/3596] Forecasting VRCA...
[2025-12-12T20:34:58.414323] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-12T20:34:58.414352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-12T20:34:58.425875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-12T20:34:58.426207] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-12T20:34:58.427082] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-12T20:34:58.427135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:58.427168] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:58.427195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:58.427250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:58.486070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:58.486872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:58.486953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:58.486986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:58.609611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:58.609768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:58.609806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:58.609835] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:58.613245] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-12-12T20:34:58.613508] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-12T20:34:58.613645] [INFO ] [sig       ] VRCA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:58.756427] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRCA.txt
[2025-12-12T20:34:58.756598] [INFO ] [sig       ] [3414/3596] Completed VRCA in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:58.756640] [INFO ] [sig       ] [3415/3596] Forecasting VRDN...
[2025-12-12T20:34:58.756669] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-12T20:34:58.756700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-12T20:34:58.769495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-12T20:34:58.769861] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-12T20:34:58.770664] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-12T20:34:58.770718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:58.770748] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:58.770774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:58.770828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:58.830812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:58.831554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:58.831652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:58.831686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:58.954771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:58.954923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:58.954961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:58.954989] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:58.958706] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-12T20:34:58.959129] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-12T20:34:58.959250] [INFO ] [sig       ] VRDN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:59.100800] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VRDN.txt
[2025-12-12T20:34:59.100940] [INFO ] [sig       ] [3415/3596] Completed VRDN in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:59.100977] [INFO ] [sig       ] [3416/3596] Forecasting VRE...
[2025-12-12T20:34:59.101006] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-12T20:34:59.101036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-12T20:34:59.112945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-12T20:34:59.113292] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-12T20:34:59.114095] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-12T20:34:59.114148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:59.114179] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:59.114207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:59.114263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:59.173515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:59.174327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:59.174436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:59.174469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:59.295763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:59.295913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:59.296141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:59.296181] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:59.299702] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-12-12T20:34:59.300017] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-12T20:34:59.300142] [INFO ] [sig       ] VRE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:34:59.443757] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRE.txt
[2025-12-12T20:34:59.443914] [INFO ] [sig       ] [3416/3596] Completed VRE in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-12T20:34:59.443953] [INFO ] [sig       ] [3417/3596] Forecasting VREX...
[2025-12-12T20:34:59.443983] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-12T20:34:59.444013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-12T20:34:59.456389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-12T20:34:59.456784] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-12T20:34:59.457534] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-12T20:34:59.457604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:59.457637] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:59.457663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:59.457717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:59.516849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:59.517723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:59.517812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:59.517852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:59.638428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:59.638601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:59.638642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:59.638670] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:59.642792] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2025-12-12T20:34:59.643111] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-12T20:34:59.643248] [INFO ] [sig       ] VREX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:34:59.795422] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VREX.txt
[2025-12-12T20:34:59.795596] [INFO ] [sig       ] [3417/3596] Completed VREX in 0.4s | 2.86 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-12T20:34:59.795637] [INFO ] [sig       ] [3418/3596] Forecasting VRIG...
[2025-12-12T20:34:59.795667] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-12T20:34:59.795697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-12T20:34:59.808001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-12T20:34:59.808629] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-12T20:34:59.809414] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-12T20:34:59.809468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:34:59.809501] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:34:59.809528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:34:59.809611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:34:59.871020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:34:59.871890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:34:59.871973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:34:59.872008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:34:59.973297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:34:59.973461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:34:59.973519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:34:59.973550] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:34:59.977380] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-12T20:34:59.977749] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-12T20:34:59.977888] [INFO ] [sig       ] VRIG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:00.125352] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRIG.txt
[2025-12-12T20:35:00.125509] [INFO ] [sig       ] [3418/3596] Completed VRIG in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-12T20:35:00.125547] [INFO ] [sig       ] [3419/3596] Forecasting VRNS...
[2025-12-12T20:35:00.125599] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-12T20:35:00.125632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-12T20:35:00.136975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-12T20:35:00.137328] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-12T20:35:00.138107] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-12T20:35:00.138158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:00.138190] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:00.138216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:00.138272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:00.197515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:00.198361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:00.198441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:00.198473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:00.326068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:00.326221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:00.326259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:00.326288] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:00.329992] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=28.24%)
[2025-12-12T20:35:00.330284] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-12T20:35:00.330411] [INFO ] [sig       ] VRNS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:00.469684] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRNS.txt
[2025-12-12T20:35:00.469844] [INFO ] [sig       ] [3419/3596] Completed VRNS in 0.3s | 2.86 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-12T20:35:00.469909] [INFO ] [sig       ] [3420/3596] Forecasting VRRM...
[2025-12-12T20:35:00.469945] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-12T20:35:00.469983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-12T20:35:00.481492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-12T20:35:00.481803] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-12T20:35:00.482547] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-12T20:35:00.482619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:00.482652] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:00.482678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:00.482734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:00.540082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:00.540856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:00.540948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:00.540985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:00.663784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:00.663951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:00.663990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:00.664017] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:00.667700] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=41.28%)
[2025-12-12T20:35:00.668088] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-12T20:35:00.668231] [INFO ] [sig       ] VRRM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:00.813556] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRRM.txt
[2025-12-12T20:35:00.813754] [INFO ] [sig       ] [3420/3596] Completed VRRM in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 1.0m
[2025-12-12T20:35:00.813795] [INFO ] [sig       ] [3421/3596] Forecasting VRSK...
[2025-12-12T20:35:00.813827] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-12T20:35:00.813857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-12T20:35:00.825620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-12T20:35:00.826032] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-12T20:35:00.826883] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-12T20:35:00.826937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:00.826970] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:00.826999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:00.827057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:00.886127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:00.886974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:00.887054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:00.887087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:01.011196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:01.011355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:01.011394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:01.011421] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:01.014749] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-12-12T20:35:01.015183] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-12T20:35:01.015305] [INFO ] [sig       ] VRSK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:01.167425] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRSK.txt
[2025-12-12T20:35:01.167595] [INFO ] [sig       ] [3421/3596] Completed VRSK in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 1.0m
[2025-12-12T20:35:01.167637] [INFO ] [sig       ] [3422/3596] Forecasting VRSN...
[2025-12-12T20:35:01.167667] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-12T20:35:01.167698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-12T20:35:01.178467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-12T20:35:01.178777] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-12T20:35:01.179539] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-12T20:35:01.179614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:01.179658] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:01.179686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:01.179741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:01.240731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:01.241640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:01.241734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:01.241767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:01.374770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:01.374891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:01.374932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:01.374961] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:01.378478] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=72.67%)
[2025-12-12T20:35:01.378780] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-12T20:35:01.378906] [INFO ] [sig       ] VRSN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:01.540689] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VRSN.txt
[2025-12-12T20:35:01.540914] [INFO ] [sig       ] [3422/3596] Completed VRSN in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 1.0m
[2025-12-12T20:35:01.540972] [INFO ] [sig       ] [3423/3596] Forecasting VRTS...
[2025-12-12T20:35:01.541016] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-12T20:35:01.541244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-12T20:35:01.554993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-12T20:35:01.555432] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-12T20:35:01.556348] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-12T20:35:01.556407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:01.556471] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:01.556501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:01.556561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:01.615925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:01.616873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:01.616973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:01.617006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:01.743043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:01.743210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:01.743252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:01.743280] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:01.746869] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-12-12T20:35:01.747191] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-12T20:35:01.747327] [INFO ] [sig       ] VRTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:01.904474] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRTS.txt
[2025-12-12T20:35:01.904691] [INFO ] [sig       ] [3423/3596] Completed VRTS in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 1.0m
[2025-12-12T20:35:01.904740] [INFO ] [sig       ] [3424/3596] Forecasting VRTX...
[2025-12-12T20:35:01.904773] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-12T20:35:01.904805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-12T20:35:01.918090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-12T20:35:01.918514] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-12T20:35:01.919391] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-12T20:35:01.919447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:01.919479] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:01.919506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:01.919562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:01.978998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:01.979925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:01.980029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:01.980061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:02.105299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:02.105471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:02.105513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:02.105542] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:02.109200] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-12-12T20:35:02.109614] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-12T20:35:02.109770] [INFO ] [sig       ] VRTX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:02.261546] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VRTX.txt
[2025-12-12T20:35:02.261729] [INFO ] [sig       ] [3424/3596] Completed VRTX in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 1.0m
[2025-12-12T20:35:02.261767] [INFO ] [sig       ] [3425/3596] Forecasting VS...
[2025-12-12T20:35:02.261797] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-12T20:35:02.261827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-12T20:35:02.274546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-12T20:35:02.275028] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-12T20:35:02.275884] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-12T20:35:02.275940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:02.275972] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:02.275998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:02.276054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:02.336624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:02.337506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:02.337826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:02.337861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:02.456967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:02.457120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:02.457160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:02.457188] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:02.461521] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=41.51%)
[2025-12-12T20:35:02.461812] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-12T20:35:02.461954] [INFO ] [sig       ] VS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:02.608553] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VS.txt
[2025-12-12T20:35:02.608749] [INFO ] [sig       ] [3425/3596] Completed VS in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 59.9s
[2025-12-12T20:35:02.608823] [INFO ] [sig       ] [3426/3596] Forecasting VSCO...
[2025-12-12T20:35:02.608861] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-12T20:35:02.608909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-12T20:35:02.622655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-12T20:35:02.622998] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-12T20:35:02.623823] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-12T20:35:02.623875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:02.623906] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:02.623934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:02.623990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:02.686551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:02.687447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:02.687532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:02.687566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:02.810739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:02.810912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:02.810966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:02.811037] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:02.814567] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-12-12T20:35:02.814904] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-12T20:35:02.815046] [INFO ] [sig       ] VSCO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:02.972034] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VSCO.txt
[2025-12-12T20:35:02.972183] [INFO ] [sig       ] [3426/3596] Completed VSCO in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 59.5s
[2025-12-12T20:35:02.972222] [INFO ] [sig       ] [3427/3596] Forecasting VSDA...
[2025-12-12T20:35:02.972252] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-12T20:35:02.972282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-12T20:35:02.984062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-12T20:35:02.984393] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-12T20:35:02.985223] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-12T20:35:02.985276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:02.985308] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:02.985335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:02.985392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:03.043488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:03.044340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:03.044423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:03.044454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:03.162937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:03.163086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:03.163125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:03.163153] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:03.166482] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-12T20:35:03.166779] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-12T20:35:03.166922] [INFO ] [sig       ] VSDA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:03.316922] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VSDA.txt
[2025-12-12T20:35:03.317062] [INFO ] [sig       ] [3427/3596] Completed VSDA in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 59.2s
[2025-12-12T20:35:03.317103] [INFO ] [sig       ] [3428/3596] Forecasting VSEC...
[2025-12-12T20:35:03.317134] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-12T20:35:03.317163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-12T20:35:03.328299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-12T20:35:03.328643] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-12T20:35:03.329385] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-12T20:35:03.329436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:03.329467] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:03.329492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:03.329548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:03.388713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:03.389606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:03.389691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:03.389725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:03.512525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:03.512686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:03.512727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:03.512756] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:03.516036] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=24.88%)
[2025-12-12T20:35:03.516309] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-12T20:35:03.516426] [INFO ] [sig       ] VSEC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:03.664259] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VSEC.txt
[2025-12-12T20:35:03.664397] [INFO ] [sig       ] [3428/3596] Completed VSEC in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 58.8s
[2025-12-12T20:35:03.664435] [INFO ] [sig       ] [3429/3596] Forecasting VSH...
[2025-12-12T20:35:03.664465] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-12T20:35:03.664495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-12T20:35:03.677096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-12T20:35:03.677485] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-12T20:35:03.678433] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-12T20:35:03.678494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:03.678532] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:03.678564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:03.678667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:03.745444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:03.746532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:03.746633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:03.746668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:03.869198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:03.869356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:03.869412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:03.869442] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:03.872887] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-12-12T20:35:03.873165] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-12T20:35:03.873286] [INFO ] [sig       ] VSH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:04.020500] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VSH.txt
[2025-12-12T20:35:04.020661] [INFO ] [sig       ] [3429/3596] Completed VSH in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 58.5s
[2025-12-12T20:35:04.020702] [INFO ] [sig       ] [3430/3596] Forecasting VSTM...
[2025-12-12T20:35:04.020731] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-12T20:35:04.020760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-12T20:35:04.032873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-12T20:35:04.033210] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-12T20:35:04.034024] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-12T20:35:04.034077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:04.034109] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:04.034138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:04.034195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:04.093793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:04.094616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:04.094697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:04.094730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:04.215854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:04.216009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:04.216048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:04.216074] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:04.219345] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2025-12-12T20:35:04.219635] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-12T20:35:04.219757] [INFO ] [sig       ] VSTM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:04.361799] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VSTM.txt
[2025-12-12T20:35:04.361951] [INFO ] [sig       ] [3430/3596] Completed VSTM in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 58.1s
[2025-12-12T20:35:04.361996] [INFO ] [sig       ] [3431/3596] Forecasting VSTS...
[2025-12-12T20:35:04.362032] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-12T20:35:04.362064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-12T20:35:04.373745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-12T20:35:04.374051] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-12T20:35:04.374931] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-12T20:35:04.374987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:04.375020] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:04.375047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:04.375102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:04.433761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:04.434642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:04.434740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:04.434775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:04.560963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:04.561120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:04.561160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:04.561189] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:04.564857] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-12T20:35:04.565138] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-12T20:35:04.565258] [INFO ] [sig       ] VSTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:04.705127] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VSTS.txt
[2025-12-12T20:35:04.705257] [INFO ] [sig       ] [3431/3596] Completed VSTS in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 57.8s
[2025-12-12T20:35:04.705295] [INFO ] [sig       ] [3432/3596] Forecasting VTC...
[2025-12-12T20:35:04.705325] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-12T20:35:04.705354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-12T20:35:04.716404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-12T20:35:04.716703] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-12T20:35:04.717507] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-12T20:35:04.717560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:04.717622] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:04.717652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:04.717710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:04.776688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:04.777375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:04.777454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:04.777488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:04.898815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:04.898958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:04.898997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:04.899027] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:04.902773] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-12T20:35:04.903056] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-12T20:35:04.903177] [INFO ] [sig       ] VTC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:05.041868] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTC.txt
[2025-12-12T20:35:05.042015] [INFO ] [sig       ] [3432/3596] Completed VTC in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 57.4s
[2025-12-12T20:35:05.042053] [INFO ] [sig       ] [3433/3596] Forecasting VTEX...
[2025-12-12T20:35:05.042082] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-12T20:35:05.042111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-12T20:35:05.053993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-12T20:35:05.054366] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-12T20:35:05.055144] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-12T20:35:05.055196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:05.055259] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:05.055288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:05.055344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:05.115370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:05.116240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:05.116358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:05.116392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:05.233620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:05.233790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:05.233834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:05.233864] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:05.237297] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-12T20:35:05.237601] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-12T20:35:05.237727] [INFO ] [sig       ] VTEX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:05.380918] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTEX.txt
[2025-12-12T20:35:05.381097] [INFO ] [sig       ] [3433/3596] Completed VTEX in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 57.1s
[2025-12-12T20:35:05.381136] [INFO ] [sig       ] [3434/3596] Forecasting VTGN...
[2025-12-12T20:35:05.381168] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-12T20:35:05.381198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-12T20:35:05.392552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-12T20:35:05.392939] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-12T20:35:05.393732] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-12T20:35:05.393783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:05.393814] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:05.393840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:05.393896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:05.454064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:05.454925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:05.455010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:05.455042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:05.581043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:05.581391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:05.581431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:05.581461] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:05.585103] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-12T20:35:05.585400] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-12T20:35:05.585524] [INFO ] [sig       ] VTGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:05.732712] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTGN.txt
[2025-12-12T20:35:05.732870] [INFO ] [sig       ] [3434/3596] Completed VTGN in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 56.7s
[2025-12-12T20:35:05.732909] [INFO ] [sig       ] [3435/3596] Forecasting VTIP...
[2025-12-12T20:35:05.732939] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-12T20:35:05.732969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-12T20:35:05.744495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-12T20:35:05.744855] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-12T20:35:05.745628] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-12T20:35:05.745678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:05.745709] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:05.745736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:05.745791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:05.804153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:05.805017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:05.805097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:05.805129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:05.925696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:05.925854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:05.925892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:05.925920] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:05.929237] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-12T20:35:05.929511] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-12T20:35:05.929649] [INFO ] [sig       ] VTIP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:06.071204] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VTIP.txt
[2025-12-12T20:35:06.071395] [INFO ] [sig       ] [3435/3596] Completed VTIP in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 56.4s
[2025-12-12T20:35:06.071455] [INFO ] [sig       ] [3436/3596] Forecasting VTLE...
[2025-12-12T20:35:06.071503] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-12T20:35:06.071549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-12T20:35:06.083056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-12T20:35:06.083409] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-12T20:35:06.084212] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-12T20:35:06.084264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:06.084297] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:06.084323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:06.084379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:06.147973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:06.148768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:06.148846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:06.148878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:06.275234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:06.275405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:06.275460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:06.275504] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:06.280127] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2025-12-12T20:35:06.280463] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-12T20:35:06.280632] [INFO ] [sig       ] VTLE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:06.427270] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VTLE.txt
[2025-12-12T20:35:06.427509] [INFO ] [sig       ] [3436/3596] Completed VTLE in 0.4s | 2.86 sym/s | Total: 20.0m | ETA: 56.0s
[2025-12-12T20:35:06.427567] [INFO ] [sig       ] [3437/3596] Forecasting VTMX...
[2025-12-12T20:35:06.427645] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-12T20:35:06.427689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-12T20:35:06.439857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-12T20:35:06.440286] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-12T20:35:06.441197] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-12T20:35:06.441252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:06.441284] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:06.441310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:06.441366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:06.500177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:06.501052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:06.501143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:06.501177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:06.624329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:06.624477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:06.624518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:06.624547] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:06.627894] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-12T20:35:06.628194] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-12T20:35:06.628326] [INFO ] [sig       ] VTMX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:06.776030] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTMX.txt
[2025-12-12T20:35:06.776163] [INFO ] [sig       ] [3437/3596] Completed VTMX in 0.3s | 2.86 sym/s | Total: 20.0m | ETA: 55.7s
[2025-12-12T20:35:06.776200] [INFO ] [sig       ] [3438/3596] Forecasting VTN...
[2025-12-12T20:35:06.776229] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-12T20:35:06.776258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-12T20:35:06.786866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-12T20:35:06.787144] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-12T20:35:06.787932] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-12T20:35:06.787985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:06.788016] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:06.788042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:06.788098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:06.847115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:06.847787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:06.847885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:06.847917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:06.963622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:06.963772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:06.963812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:06.963840] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:06.967212] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-12T20:35:06.967482] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-12T20:35:06.967615] [INFO ] [sig       ] VTN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:07.117142] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTN.txt
[2025-12-12T20:35:07.117291] [INFO ] [sig       ] [3438/3596] Completed VTN in 0.3s | 2.86 sym/s | Total: 20.1m | ETA: 55.3s
[2025-12-12T20:35:07.117331] [INFO ] [sig       ] [3439/3596] Forecasting VTOL...
[2025-12-12T20:35:07.117364] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-12T20:35:07.117394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-12T20:35:07.129530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-12T20:35:07.130109] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-12T20:35:07.130880] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-12T20:35:07.130931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:07.130962] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:07.130988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:07.131044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:07.192109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:07.192979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:07.193060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:07.193093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:07.313300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:07.313460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:07.313498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:07.313526] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:07.316872] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-12T20:35:07.317161] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-12T20:35:07.317280] [INFO ] [sig       ] VTOL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:07.458063] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTOL.txt
[2025-12-12T20:35:07.458197] [INFO ] [sig       ] [3439/3596] Completed VTOL in 0.3s | 2.86 sym/s | Total: 20.1m | ETA: 55.0s
[2025-12-12T20:35:07.458234] [INFO ] [sig       ] [3440/3596] Forecasting VTRS...
[2025-12-12T20:35:07.458262] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-12T20:35:07.458291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-12T20:35:07.470146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-12T20:35:07.470422] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-12T20:35:07.471183] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-12T20:35:07.471234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:07.471289] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:07.471317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:07.471373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:07.529145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:07.529788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:07.529864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:07.529942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:07.653115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:07.653271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:07.653319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:07.653370] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:07.656790] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-12T20:35:07.657070] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-12T20:35:07.657200] [INFO ] [sig       ] VTRS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:07.802633] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VTRS.txt
[2025-12-12T20:35:07.802780] [INFO ] [sig       ] [3440/3596] Completed VTRS in 0.3s | 2.86 sym/s | Total: 20.1m | ETA: 54.6s
[2025-12-12T20:35:07.802826] [INFO ] [sig       ] [3441/3596] Forecasting VTS...
[2025-12-12T20:35:07.802862] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-12T20:35:07.802893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-12T20:35:07.814534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-12T20:35:07.814896] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-12T20:35:07.815691] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-12T20:35:07.815743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:07.815775] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:07.815801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:07.815856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:07.873317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:07.874228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:07.874312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:07.874346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:08.012795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:08.012962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:08.013005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:08.013033] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:08.016546] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-12T20:35:08.016931] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-12T20:35:08.017072] [INFO ] [sig       ] VTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:08.168161] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VTS.txt
[2025-12-12T20:35:08.168329] [INFO ] [sig       ] [3441/3596] Completed VTS in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 54.3s
[2025-12-12T20:35:08.168369] [INFO ] [sig       ] [3442/3596] Forecasting VTSI...
[2025-12-12T20:35:08.168399] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-12T20:35:08.168429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-12T20:35:08.180891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-12T20:35:08.181288] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-12T20:35:08.182356] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-12T20:35:08.182412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:08.182446] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:08.182474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:08.182532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:08.245251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:08.246144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:08.246234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:08.246286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:08.370807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:08.370976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:08.371024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:08.371058] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:08.374570] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=76.41%)
[2025-12-12T20:35:08.374900] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-12T20:35:08.375039] [INFO ] [sig       ] VTSI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:08.525792] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTSI.txt
[2025-12-12T20:35:08.525952] [INFO ] [sig       ] [3442/3596] Completed VTSI in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 53.9s
[2025-12-12T20:35:08.525992] [INFO ] [sig       ] [3443/3596] Forecasting VTWG...
[2025-12-12T20:35:08.526023] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-12T20:35:08.526059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-12T20:35:08.538085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-12T20:35:08.538491] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-12T20:35:08.539301] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-12T20:35:08.539354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:08.539386] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:08.539413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:08.539474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:08.601151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:08.602056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:08.602143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:08.602176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:08.734600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:08.734772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:08.734829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:08.734910] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:08.738817] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-12T20:35:08.739152] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-12T20:35:08.739283] [INFO ] [sig       ] VTWG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:08.894075] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VTWG.txt
[2025-12-12T20:35:08.894467] [INFO ] [sig       ] [3443/3596] Completed VTWG in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 53.6s
[2025-12-12T20:35:08.894529] [INFO ] [sig       ] [3444/3596] Forecasting VTWO...
[2025-12-12T20:35:08.894593] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-12T20:35:08.894632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-12T20:35:08.907130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-12T20:35:08.907482] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-12T20:35:08.908391] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-12T20:35:08.908450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:08.908488] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:08.908539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:08.908629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:08.972265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:08.973158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:08.973242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:08.973275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:09.102549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:09.102724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:09.102766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:09.102796] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:09.106563] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2025-12-12T20:35:09.106881] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-12T20:35:09.107040] [INFO ] [sig       ] VTWO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:09.266904] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VTWO.txt
[2025-12-12T20:35:09.267079] [INFO ] [sig       ] [3444/3596] Completed VTWO in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 53.2s
[2025-12-12T20:35:09.267120] [INFO ] [sig       ] [3445/3596] Forecasting VTYX...
[2025-12-12T20:35:09.267150] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-12T20:35:09.267180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-12T20:35:09.279235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-12T20:35:09.279678] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-12T20:35:09.280636] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-12T20:35:09.280702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:09.280741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:09.280775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:09.280859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:09.344649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:09.345629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:09.345722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:09.345755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:09.476431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:09.476636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:09.476686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:09.476717] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:09.480465] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=51.50%)
[2025-12-12T20:35:09.480902] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-12T20:35:09.481067] [INFO ] [sig       ] VTYX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:09.658377] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VTYX.txt
[2025-12-12T20:35:09.658563] [INFO ] [sig       ] [3445/3596] Completed VTYX in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 52.9s
[2025-12-12T20:35:09.658625] [INFO ] [sig       ] [3446/3596] Forecasting VUZI...
[2025-12-12T20:35:09.658655] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-12T20:35:09.658709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-12T20:35:09.671893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-12T20:35:09.672341] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-12T20:35:09.673303] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-12T20:35:09.673359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:09.673398] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:09.673436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:09.673495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:09.739979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:09.741044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:09.741163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:09.741204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:09.892744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:09.892942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:09.893010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:09.893061] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:09.898242] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-12T20:35:09.898739] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-12T20:35:09.898943] [INFO ] [sig       ] VUZI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:10.126202] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VUZI.txt
[2025-12-12T20:35:10.126413] [INFO ] [sig       ] [3446/3596] Completed VUZI in 0.5s | 2.86 sym/s | Total: 20.1m | ETA: 52.5s
[2025-12-12T20:35:10.126457] [INFO ] [sig       ] [3447/3596] Forecasting VVOS...
[2025-12-12T20:35:10.126487] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-12T20:35:10.126521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-12T20:35:10.145320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-12T20:35:10.145860] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-12T20:35:10.147054] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-12T20:35:10.147123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:10.147167] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:10.147199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:10.147270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:10.234120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:10.235364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:10.235501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:10.235543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:10.401378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:10.401563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:10.401638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:10.401675] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:10.406466] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-12-12T20:35:10.406953] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-12T20:35:10.407135] [INFO ] [sig       ] VVOS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:10.622400] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VVOS.txt
[2025-12-12T20:35:10.622669] [INFO ] [sig       ] [3447/3596] Completed VVOS in 0.5s | 2.86 sym/s | Total: 20.1m | ETA: 52.2s
[2025-12-12T20:35:10.622738] [INFO ] [sig       ] [3448/3596] Forecasting VVX...
[2025-12-12T20:35:10.622789] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-12T20:35:10.622852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-12T20:35:10.643995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-12T20:35:10.644543] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-12T20:35:10.646101] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-12T20:35:10.646171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:10.646224] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:10.646271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:10.646362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:10.724010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:10.725291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:10.725404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:10.725455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:10.870602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:10.870762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:10.870805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:10.870836] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:10.874225] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-12T20:35:10.874531] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-12T20:35:10.874680] [INFO ] [sig       ] VVX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:11.024510] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VVX.txt
[2025-12-12T20:35:11.024710] [INFO ] [sig       ] [3448/3596] Completed VVX in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 51.8s
[2025-12-12T20:35:11.024769] [INFO ] [sig       ] [3449/3596] Forecasting VWOB...
[2025-12-12T20:35:11.024804] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-12T20:35:11.024837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-12T20:35:11.036782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-12T20:35:11.037130] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-12T20:35:11.038006] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-12T20:35:11.038068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:11.038100] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:11.038126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:11.038181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:11.106775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:11.107814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:11.107907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:11.107957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:11.249941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:11.250097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:11.250139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:11.250168] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:11.254339] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=57.39%)
[2025-12-12T20:35:11.254642] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-12T20:35:11.254967] [INFO ] [sig       ] VWOB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:11.409249] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VWOB.txt
[2025-12-12T20:35:11.409402] [INFO ] [sig       ] [3449/3596] Completed VWOB in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 51.5s
[2025-12-12T20:35:11.409444] [INFO ] [sig       ] [3450/3596] Forecasting VXUS...
[2025-12-12T20:35:11.409475] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-12T20:35:11.409506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-12T20:35:11.422320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-12T20:35:11.422690] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-12T20:35:11.423491] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-12T20:35:11.423545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:11.423597] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:11.423646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:11.423703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:11.485250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:11.485968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:11.486083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:11.486124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:11.617616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:11.617771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:11.617811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:11.617840] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:11.621291] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-12T20:35:11.621618] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-12T20:35:11.621752] [INFO ] [sig       ] VXUS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:11.760414] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VXUS.txt
[2025-12-12T20:35:11.760566] [INFO ] [sig       ] [3450/3596] Completed VXUS in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 51.1s
[2025-12-12T20:35:11.760623] [INFO ] [sig       ] [3451/3596] Forecasting VYMI...
[2025-12-12T20:35:11.760654] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-12T20:35:11.760683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-12T20:35:11.771493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-12T20:35:11.771866] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-12T20:35:11.772659] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-12T20:35:11.772710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:11.772741] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:11.772766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:11.772821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:11.829956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:11.830788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:11.830868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:11.830901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:11.947471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:11.947640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:11.947680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:11.947725] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:11.951021] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-12-12T20:35:11.951302] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-12T20:35:11.951423] [INFO ] [sig       ] VYMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:12.091151] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/VYMI.txt
[2025-12-12T20:35:12.091310] [INFO ] [sig       ] [3451/3596] Completed VYMI in 0.3s | 2.86 sym/s | Total: 20.1m | ETA: 50.8s
[2025-12-12T20:35:12.091348] [INFO ] [sig       ] [3452/3596] Forecasting VYX...
[2025-12-12T20:35:12.091377] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-12T20:35:12.091408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-12T20:35:12.103061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-12T20:35:12.103402] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-12T20:35:12.104229] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-12T20:35:12.104282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:12.104314] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:12.104341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:12.104397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:12.166205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:12.167235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:12.167316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:12.167349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:12.298700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:12.298832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:12.298873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:12.298902] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:12.302824] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-12T20:35:12.303164] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-12T20:35:12.303496] [INFO ] [sig       ] VYX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:12.448167] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VYX.txt
[2025-12-12T20:35:12.448328] [INFO ] [sig       ] [3452/3596] Completed VYX in 0.4s | 2.86 sym/s | Total: 20.1m | ETA: 50.4s
[2025-12-12T20:35:12.448366] [INFO ] [sig       ] [3453/3596] Forecasting VZ...
[2025-12-12T20:35:12.448394] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-12T20:35:12.448425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-12T20:35:12.460778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-12T20:35:12.461132] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-12T20:35:12.461943] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-12T20:35:12.461995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:12.462028] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:12.462059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:12.462128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:12.524075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:12.524933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:12.525015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:12.525048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:12.647711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:12.647860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:12.647899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:12.647928] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:12.651296] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-12-12T20:35:12.651590] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-12T20:35:12.651714] [INFO ] [sig       ] VZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:12.794896] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/VZ.txt
[2025-12-12T20:35:12.795091] [INFO ] [sig       ] [3453/3596] Completed VZ in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 50.1s
[2025-12-12T20:35:12.795145] [INFO ] [sig       ] [3454/3596] Forecasting WAB...
[2025-12-12T20:35:12.795186] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-12T20:35:12.795228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-12T20:35:12.806897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-12T20:35:12.807213] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-12T20:35:12.808191] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-12T20:35:12.808251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:12.808282] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:12.808308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:12.808363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:12.868482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:12.869331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:12.869412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:12.869444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:12.988654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:12.988813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:12.988855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:12.988885] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:12.992684] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=27.77%)
[2025-12-12T20:35:12.992994] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-12T20:35:12.993141] [INFO ] [sig       ] WAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:13.137873] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WAB.txt
[2025-12-12T20:35:13.138028] [INFO ] [sig       ] [3454/3596] Completed WAB in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 49.7s
[2025-12-12T20:35:13.138067] [INFO ] [sig       ] [3455/3596] Forecasting WABC...
[2025-12-12T20:35:13.138095] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-12T20:35:13.138127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-12T20:35:13.149821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-12T20:35:13.150192] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-12T20:35:13.151018] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-12T20:35:13.151071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:13.151104] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:13.151131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:13.151186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:13.210175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:13.211018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:13.211104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:13.211137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:13.330183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:13.330340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:13.330378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:13.330406] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:13.333804] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-12T20:35:13.334132] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-12T20:35:13.334263] [INFO ] [sig       ] WABC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:13.474030] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WABC.txt
[2025-12-12T20:35:13.474189] [INFO ] [sig       ] [3455/3596] Completed WABC in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 49.4s
[2025-12-12T20:35:13.474228] [INFO ] [sig       ] [3456/3596] Forecasting WAFD...
[2025-12-12T20:35:13.474257] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-12T20:35:13.474287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-12T20:35:13.486265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-12T20:35:13.486653] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-12T20:35:13.487450] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-12T20:35:13.487502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:13.487535] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:13.487562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:13.487650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:13.548856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:13.549728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:13.549826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:13.549861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:13.676778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:13.676932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:13.676970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:13.676999] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:13.680311] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=48.21%)
[2025-12-12T20:35:13.680826] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-12T20:35:13.680956] [INFO ] [sig       ] WAFD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:13.834158] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WAFD.txt
[2025-12-12T20:35:13.834320] [INFO ] [sig       ] [3456/3596] Completed WAFD in 0.4s | 2.86 sym/s | Total: 20.2m | ETA: 49.0s
[2025-12-12T20:35:13.834513] [INFO ] [sig       ] [3457/3596] Forecasting WAFDP...
[2025-12-12T20:35:13.834541] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-12T20:35:13.834589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-12T20:35:13.847028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-12T20:35:13.847410] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-12T20:35:13.848209] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-12T20:35:13.848275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:13.848331] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:13.848360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:13.848416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:13.909876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:13.910751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:13.910828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:13.910859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:14.017700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:14.017854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:14.017891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:14.017918] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:14.021279] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=64.14%)
[2025-12-12T20:35:14.021548] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-12T20:35:14.021686] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:14.164371] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WAFDP.txt
[2025-12-12T20:35:14.164503] [INFO ] [sig       ] [3457/3596] Completed WAFDP in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 48.7s
[2025-12-12T20:35:14.164541] [INFO ] [sig       ] [3458/3596] Forecasting WAL...
[2025-12-12T20:35:14.164586] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-12T20:35:14.164619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-12T20:35:14.177014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-12T20:35:14.177354] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-12T20:35:14.178133] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-12T20:35:14.178196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:14.178233] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:14.178266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:14.178323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:14.235704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:14.236419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:14.236495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:14.236526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:14.357009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:14.357159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:14.357198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:14.357226] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:14.360539] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-12-12T20:35:14.360829] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-12T20:35:14.360951] [INFO ] [sig       ] WAL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:14.499932] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WAL.txt
[2025-12-12T20:35:14.500071] [INFO ] [sig       ] [3458/3596] Completed WAL in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 48.3s
[2025-12-12T20:35:14.500109] [INFO ] [sig       ] [3459/3596] Forecasting WALD...
[2025-12-12T20:35:14.500139] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-12T20:35:14.500168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-12T20:35:14.511820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-12T20:35:14.512093] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-12T20:35:14.512850] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-12T20:35:14.512900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:14.512931] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:14.512957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:14.513012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:14.571478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:14.572124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:14.572211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:14.572249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:14.690549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:14.690710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:14.690748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:14.690775] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:14.694048] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-12-12T20:35:14.694347] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-12T20:35:14.694640] [INFO ] [sig       ] WALD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:14.834341] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WALD.txt
[2025-12-12T20:35:14.834488] [INFO ] [sig       ] [3459/3596] Completed WALD in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 48.0s
[2025-12-12T20:35:14.834526] [INFO ] [sig       ] [3460/3596] Forecasting WASH...
[2025-12-12T20:35:14.834555] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-12T20:35:14.834604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-12T20:35:14.846009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-12T20:35:14.846286] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-12T20:35:14.847053] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-12T20:35:14.847103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:14.847134] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:14.847160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:14.847220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:14.907667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:14.908486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:14.908569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:14.908621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:15.033093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:15.033247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:15.033286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:15.033346] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:15.036690] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=30.05%)
[2025-12-12T20:35:15.036960] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-12T20:35:15.037077] [INFO ] [sig       ] WASH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:15.179689] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WASH.txt
[2025-12-12T20:35:15.179828] [INFO ] [sig       ] [3460/3596] Completed WASH in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 47.6s
[2025-12-12T20:35:15.179866] [INFO ] [sig       ] [3461/3596] Forecasting WAVE...
[2025-12-12T20:35:15.179923] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-12T20:35:15.179957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-12T20:35:15.192626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-12T20:35:15.193061] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-12T20:35:15.193942] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-12T20:35:15.193998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:15.194031] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:15.194059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:15.194116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:15.257209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:15.258082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:15.258166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:15.258199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:15.381072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:15.381222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:15.381262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:15.381291] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:15.384974] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-12-12T20:35:15.385295] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-12T20:35:15.385430] [INFO ] [sig       ] WAVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:15.545210] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WAVE.txt
[2025-12-12T20:35:15.545347] [INFO ] [sig       ] [3461/3596] Completed WAVE in 0.4s | 2.86 sym/s | Total: 20.2m | ETA: 47.3s
[2025-12-12T20:35:15.545385] [INFO ] [sig       ] [3462/3596] Forecasting WAY...
[2025-12-12T20:35:15.545414] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-12T20:35:15.545444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-12T20:35:15.557986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-12T20:35:15.558266] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-12T20:35:15.559262] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-12T20:35:15.559503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:15.559547] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:15.559613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:15.559681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:15.619952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:15.620638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:15.620716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:15.620749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:15.755154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:15.755311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:15.755349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:15.755377] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:15.758919] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2025-12-12T20:35:15.759222] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-12T20:35:15.759347] [INFO ] [sig       ] WAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:15.903358] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WAY.txt
[2025-12-12T20:35:15.903512] [INFO ] [sig       ] [3462/3596] Completed WAY in 0.4s | 2.86 sym/s | Total: 20.2m | ETA: 46.9s
[2025-12-12T20:35:15.903551] [INFO ] [sig       ] [3463/3596] Forecasting WB...
[2025-12-12T20:35:15.903601] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-12T20:35:15.903635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-12T20:35:15.915935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-12T20:35:15.916296] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-12T20:35:15.917116] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-12T20:35:15.917168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:15.917199] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:15.917225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:15.917279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:15.976014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:15.976788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:15.976869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:15.976901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:16.102114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:16.102275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:16.102320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:16.102347] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:16.105709] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-12T20:35:16.105981] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-12T20:35:16.106099] [INFO ] [sig       ] WB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:16.247003] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WB.txt
[2025-12-12T20:35:16.247138] [INFO ] [sig       ] [3463/3596] Completed WB in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 46.6s
[2025-12-12T20:35:16.247176] [INFO ] [sig       ] [3464/3596] Forecasting WBD...
[2025-12-12T20:35:16.247205] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-12T20:35:16.247235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-12T20:35:16.260143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-12T20:35:16.260422] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-12T20:35:16.261183] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-12T20:35:16.261239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:16.261270] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:16.261297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:16.261352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:16.319301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:16.320162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:16.320240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:16.320272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:16.456260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:16.456416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:16.456475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:16.456506] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:16.460568] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-12T20:35:16.460883] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-12T20:35:16.461012] [INFO ] [sig       ] WBD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:16.613715] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WBD.txt
[2025-12-12T20:35:16.613873] [INFO ] [sig       ] [3464/3596] Completed WBD in 0.4s | 2.86 sym/s | Total: 20.2m | ETA: 46.2s
[2025-12-12T20:35:16.613915] [INFO ] [sig       ] [3465/3596] Forecasting WBIY...
[2025-12-12T20:35:16.613946] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-12T20:35:16.613978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-12T20:35:16.626521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-12T20:35:16.626864] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-12T20:35:16.627842] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-12T20:35:16.627894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:16.627927] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:16.627953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:16.628008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:16.691391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:16.692309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:16.692392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:16.692425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:16.799852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:16.800039] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:35:16.800081] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:16.800110] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:16.803928] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-12T20:35:16.804213] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-12T20:35:16.804340] [INFO ] [sig       ] WBIY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:16.947656] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WBIY.txt
[2025-12-12T20:35:16.947812] [INFO ] [sig       ] [3465/3596] Completed WBIY in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 45.9s
[2025-12-12T20:35:16.947851] [INFO ] [sig       ] [3466/3596] Forecasting WBS...
[2025-12-12T20:35:16.947879] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-12T20:35:16.947911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-12T20:35:16.959814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-12T20:35:16.960215] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-12T20:35:16.961179] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-12T20:35:16.961233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:16.961263] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:16.961288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:16.961341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:17.019839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:17.020484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:17.020560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:17.020609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:17.144249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:17.144625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:17.144665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:17.144692] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:17.147980] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-12T20:35:17.148246] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-12T20:35:17.148363] [INFO ] [sig       ] WBS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:17.291901] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WBS.txt
[2025-12-12T20:35:17.292058] [INFO ] [sig       ] [3466/3596] Completed WBS in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 45.5s
[2025-12-12T20:35:17.292095] [INFO ] [sig       ] [3467/3596] Forecasting WBTN...
[2025-12-12T20:35:17.292123] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-12T20:35:17.292153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-12T20:35:17.304252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-12T20:35:17.304653] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-12T20:35:17.305457] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-12T20:35:17.305509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:17.305540] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:17.305587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:17.305648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:17.367757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:17.368612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:17.368721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:17.368753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:17.502989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:17.503140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:17.503183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:17.503217] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:17.507162] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-12T20:35:17.507450] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-12T20:35:17.507591] [INFO ] [sig       ] WBTN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:17.654817] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WBTN.txt
[2025-12-12T20:35:17.654959] [INFO ] [sig       ] [3467/3596] Completed WBTN in 0.4s | 2.86 sym/s | Total: 20.2m | ETA: 45.2s
[2025-12-12T20:35:17.654998] [INFO ] [sig       ] [3468/3596] Forecasting WBX...
[2025-12-12T20:35:17.655027] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-12T20:35:17.655056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-12T20:35:17.667351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-12T20:35:17.667829] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-12T20:35:17.668660] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-12T20:35:17.668712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:17.668755] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:17.668782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:17.668838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:17.730501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:17.731354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:17.731443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:17.731477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:17.854949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:17.855092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:17.855132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:17.855162] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:17.858511] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-12T20:35:17.858808] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-12T20:35:17.858929] [INFO ] [sig       ] WBX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:17.999268] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WBX.txt
[2025-12-12T20:35:17.999555] [INFO ] [sig       ] [3468/3596] Completed WBX in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 44.8s
[2025-12-12T20:35:17.999636] [INFO ] [sig       ] [3469/3596] Forecasting WCC...
[2025-12-12T20:35:17.999671] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-12T20:35:17.999703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-12T20:35:18.011961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-12T20:35:18.012236] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-12T20:35:18.012998] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-12T20:35:18.013048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:18.013079] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:18.013105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:18.013160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:18.074910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:18.075531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:18.075624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:18.075658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:18.204695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:18.204857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:18.204897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:18.204926] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:18.208374] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-12-12T20:35:18.208673] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-12T20:35:18.208798] [INFO ] [sig       ] WCC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:18.360831] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WCC.txt
[2025-12-12T20:35:18.361260] [INFO ] [sig       ] [3469/3596] Completed WCC in 0.4s | 2.86 sym/s | Total: 20.2m | ETA: 44.5s
[2025-12-12T20:35:18.361308] [INFO ] [sig       ] [3470/3596] Forecasting WCLD...
[2025-12-12T20:35:18.361340] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-12T20:35:18.361370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-12T20:35:18.372789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-12T20:35:18.373154] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-12T20:35:18.374116] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-12T20:35:18.374167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:18.374200] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:18.374226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:18.374282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:18.436853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:18.437734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:18.437816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:18.437848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:18.558119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:18.558276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:18.558321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:18.558355] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:18.561676] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-12T20:35:18.561950] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-12T20:35:18.562072] [INFO ] [sig       ] WCLD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:18.708864] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WCLD.txt
[2025-12-12T20:35:18.709059] [INFO ] [sig       ] [3470/3596] Completed WCLD in 0.3s | 2.86 sym/s | Total: 20.2m | ETA: 44.1s
[2025-12-12T20:35:18.709099] [INFO ] [sig       ] [3471/3596] Forecasting WD...
[2025-12-12T20:35:18.709129] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-12T20:35:18.709160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-12T20:35:18.721410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-12T20:35:18.721781] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-12T20:35:18.722565] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-12T20:35:18.722635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:18.722666] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:18.722692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:18.722747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:18.781914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:18.782799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:18.782881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:18.782913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:18.907284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:18.907444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:18.907484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:18.907718] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:18.911621] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-12T20:35:18.911919] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-12T20:35:18.912039] [INFO ] [sig       ] WD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:19.055814] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WD.txt
[2025-12-12T20:35:19.055974] [INFO ] [sig       ] [3471/3596] Completed WD in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 43.8s
[2025-12-12T20:35:19.056016] [INFO ] [sig       ] [3472/3596] Forecasting WDAY...
[2025-12-12T20:35:19.056054] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-12T20:35:19.056085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-12T20:35:19.067820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-12T20:35:19.068167] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-12T20:35:19.069135] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-12T20:35:19.069186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:19.069216] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:19.069242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:19.069297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:19.130038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:19.131122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:19.131204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:19.131236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:19.254193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:19.254351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:19.254389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:19.254417] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:19.257732] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-12T20:35:19.258016] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-12T20:35:19.258140] [INFO ] [sig       ] WDAY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:19.405663] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WDAY.txt
[2025-12-12T20:35:19.405834] [INFO ] [sig       ] [3472/3596] Completed WDAY in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 43.4s
[2025-12-12T20:35:19.405874] [INFO ] [sig       ] [3473/3596] Forecasting WDC...
[2025-12-12T20:35:19.405904] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-12T20:35:19.405934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-12T20:35:19.422696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-12T20:35:19.423158] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-12T20:35:19.424372] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-12T20:35:19.424437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:19.424476] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:19.424508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:19.424603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:19.493566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:19.494489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:19.494787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:19.494819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:19.624313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:19.624466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:19.624503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:19.624532] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:19.627819] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-12-12T20:35:19.628093] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-12T20:35:19.628210] [INFO ] [sig       ] WDC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:19.777159] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WDC.txt
[2025-12-12T20:35:19.777292] [INFO ] [sig       ] [3473/3596] Completed WDC in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 43.1s
[2025-12-12T20:35:19.777330] [INFO ] [sig       ] [3474/3596] Forecasting WDFC...
[2025-12-12T20:35:19.777359] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-12T20:35:19.777390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-12T20:35:19.791047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-12T20:35:19.791650] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-12T20:35:19.792658] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-12T20:35:19.792712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:19.792783] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:19.792814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:19.792871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:19.853880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:19.854743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:19.854823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:19.854858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:19.978148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:19.978297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:19.978336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:19.978364] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:19.981767] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-12T20:35:19.982045] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-12T20:35:19.982165] [INFO ] [sig       ] WDFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:20.138439] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WDFC.txt
[2025-12-12T20:35:20.138601] [INFO ] [sig       ] [3474/3596] Completed WDFC in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 42.7s
[2025-12-12T20:35:20.138643] [INFO ] [sig       ] [3475/3596] Forecasting WDH...
[2025-12-12T20:35:20.138672] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-12T20:35:20.138704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-12T20:35:20.150649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-12T20:35:20.150933] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-12T20:35:20.152092] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-12T20:35:20.152143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:20.152175] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:20.152201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:20.152260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:20.213739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:20.214374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:20.214465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:20.214501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:20.340980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:20.341132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:20.341173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:20.341219] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:20.344609] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=69.91%)
[2025-12-12T20:35:20.344886] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-12T20:35:20.345034] [INFO ] [sig       ] WDH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:20.501342] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WDH.txt
[2025-12-12T20:35:20.501734] [INFO ] [sig       ] [3475/3596] Completed WDH in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 42.4s
[2025-12-12T20:35:20.501774] [INFO ] [sig       ] [3476/3596] Forecasting WDI...
[2025-12-12T20:35:20.501804] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-12T20:35:20.501833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-12T20:35:20.515251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-12T20:35:20.515908] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-12T20:35:20.517134] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-12T20:35:20.517203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:20.517235] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:20.517262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:20.517321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:20.576562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:20.577410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:20.577492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:20.577525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:20.698875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:20.699020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:20.699059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:20.699086] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:20.702982] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-12-12T20:35:20.703251] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-12T20:35:20.703371] [INFO ] [sig       ] WDI: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:20.846704] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WDI.txt
[2025-12-12T20:35:20.846833] [INFO ] [sig       ] [3476/3596] Completed WDI in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 42.0s
[2025-12-12T20:35:20.846871] [INFO ] [sig       ] [3477/3596] Forecasting WDS...
[2025-12-12T20:35:20.846900] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-12T20:35:20.846931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-12T20:35:20.858841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-12T20:35:20.859134] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-12T20:35:20.859951] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-12T20:35:20.860004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:20.860036] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:20.860063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:20.860118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:20.918032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:20.918853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:20.918932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:20.918983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:21.039867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:21.040040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:21.040077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:21.040142] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:21.043616] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-12T20:35:21.043898] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-12T20:35:21.044017] [INFO ] [sig       ] WDS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:21.184860] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WDS.txt
[2025-12-12T20:35:21.184991] [INFO ] [sig       ] [3477/3596] Completed WDS in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 41.7s
[2025-12-12T20:35:21.185029] [INFO ] [sig       ] [3478/3596] Forecasting WEA...
[2025-12-12T20:35:21.185057] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-12T20:35:21.185087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-12T20:35:21.197304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-12T20:35:21.197642] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-12T20:35:21.198437] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-12T20:35:21.198490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:21.198522] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:21.198549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:21.198628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:21.258836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:21.259506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:21.259601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:21.259637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:21.371966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:21.372081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:21.372122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:21.372152] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:21.376018] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=66.08%)
[2025-12-12T20:35:21.376344] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-12T20:35:21.376483] [INFO ] [sig       ] WEA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:21.519991] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WEA.txt
[2025-12-12T20:35:21.520127] [INFO ] [sig       ] [3478/3596] Completed WEA in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 41.3s
[2025-12-12T20:35:21.520166] [INFO ] [sig       ] [3479/3596] Forecasting WEC...
[2025-12-12T20:35:21.520195] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-12T20:35:21.520225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-12T20:35:21.534965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-12T20:35:21.535414] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-12T20:35:21.536477] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-12T20:35:21.536546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:21.536610] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:21.536648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:21.536744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:21.601487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:21.602695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:21.602779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:21.602810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:21.729784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:21.729948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:21.729990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:21.730018] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:21.733484] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-12-12T20:35:21.733780] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-12T20:35:21.733903] [INFO ] [sig       ] WEC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:21.876401] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WEC.txt
[2025-12-12T20:35:21.876539] [INFO ] [sig       ] [3479/3596] Completed WEC in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 41.0s
[2025-12-12T20:35:21.876596] [INFO ] [sig       ] [3480/3596] Forecasting WEN...
[2025-12-12T20:35:21.876628] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-12T20:35:21.876659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-12T20:35:21.888328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-12T20:35:21.888717] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-12T20:35:21.889508] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-12T20:35:21.889562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:21.889619] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:21.889650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:21.889707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:21.952275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:21.953127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:21.953207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:21.953241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:22.076793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:22.076947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:22.076985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:22.077013] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:22.080659] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-12T20:35:22.080928] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-12T20:35:22.081046] [INFO ] [sig       ] WEN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:22.220661] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WEN.txt
[2025-12-12T20:35:22.220797] [INFO ] [sig       ] [3480/3596] Completed WEN in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 40.6s
[2025-12-12T20:35:22.220835] [INFO ] [sig       ] [3481/3596] Forecasting WERN...
[2025-12-12T20:35:22.220864] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-12T20:35:22.220895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-12T20:35:22.232771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-12T20:35:22.233051] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-12T20:35:22.234049] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-12T20:35:22.234111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:22.234145] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:22.234173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:22.234230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:22.295567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:22.296325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:22.296403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:22.296437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:22.412987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:22.413135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:22.413175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:22.413202] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:22.416855] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-12T20:35:22.417125] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-12T20:35:22.417242] [INFO ] [sig       ] WERN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:22.557083] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WERN.txt
[2025-12-12T20:35:22.557218] [INFO ] [sig       ] [3481/3596] Completed WERN in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 40.3s
[2025-12-12T20:35:22.557255] [INFO ] [sig       ] [3482/3596] Forecasting WES...
[2025-12-12T20:35:22.557285] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-12T20:35:22.557315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-12T20:35:22.569537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-12T20:35:22.569837] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-12T20:35:22.570687] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-12T20:35:22.570738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:22.570770] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:22.570796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:22.570853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:22.632371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:22.633266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:22.633360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:22.633393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:22.765332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:22.765481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:22.765520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:22.765549] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:22.769313] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-12-12T20:35:22.769604] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-12T20:35:22.769724] [INFO ] [sig       ] WES: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:22.923463] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WES.txt
[2025-12-12T20:35:22.923616] [INFO ] [sig       ] [3482/3596] Completed WES in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 39.9s
[2025-12-12T20:35:22.923658] [INFO ] [sig       ] [3483/3596] Forecasting WEX...
[2025-12-12T20:35:22.923688] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-12T20:35:22.923719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-12T20:35:22.936788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-12T20:35:22.937175] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-12T20:35:22.938202] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-12T20:35:22.938254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:22.938286] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:22.938312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:22.938373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:23.001435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:23.002267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:23.002349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:23.002383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:23.128876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:23.129025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:23.129065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:23.129093] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:23.132756] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-12T20:35:23.133055] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-12T20:35:23.133183] [INFO ] [sig       ] WEX: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:23.282964] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WEX.txt
[2025-12-12T20:35:23.283110] [INFO ] [sig       ] [3483/3596] Completed WEX in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 39.6s
[2025-12-12T20:35:23.283150] [INFO ] [sig       ] [3484/3596] Forecasting WEYS...
[2025-12-12T20:35:23.283180] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-12T20:35:23.283211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-12T20:35:23.294665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-12T20:35:23.295026] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-12T20:35:23.295830] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-12T20:35:23.295883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:23.295915] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:23.295943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:23.296011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:23.356509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:23.357462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:23.357569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:23.357619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:23.461514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:23.461673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:23.461713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:23.461742] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:23.465099] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-12-12T20:35:23.465374] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-12T20:35:23.465497] [INFO ] [sig       ] WEYS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:23.615157] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WEYS.txt
[2025-12-12T20:35:23.615309] [INFO ] [sig       ] [3484/3596] Completed WEYS in 0.3s | 2.86 sym/s | Total: 20.3m | ETA: 39.2s
[2025-12-12T20:35:23.615348] [INFO ] [sig       ] [3485/3596] Forecasting WF...
[2025-12-12T20:35:23.615378] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-12T20:35:23.615408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-12T20:35:23.626673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-12T20:35:23.626993] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-12T20:35:23.627791] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-12T20:35:23.627844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:23.627876] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:23.627903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:23.627961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:23.686876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:23.687607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:23.687689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:23.687729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:23.817946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:23.818098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:23.818137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:23.818167] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:23.821685] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=58.73%)
[2025-12-12T20:35:23.821979] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-12T20:35:23.822104] [INFO ] [sig       ] WF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:23.974034] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WF.txt
[2025-12-12T20:35:23.974234] [INFO ] [sig       ] [3485/3596] Completed WF in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 38.9s
[2025-12-12T20:35:23.974295] [INFO ] [sig       ] [3486/3596] Forecasting WFC...
[2025-12-12T20:35:23.974340] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-12T20:35:23.974385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-12T20:35:23.990114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-12T20:35:23.990569] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-12T20:35:23.991668] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-12T20:35:23.991737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:23.991779] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:23.991816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:23.991893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:24.056559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:24.057408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:24.057489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:24.057523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:24.182662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:24.182822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:24.182874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:24.182917] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:24.186389] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-12T20:35:24.186713] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-12T20:35:24.186843] [INFO ] [sig       ] WFC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:24.328517] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WFC.txt
[2025-12-12T20:35:24.328674] [INFO ] [sig       ] [3486/3596] Completed WFC in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 38.5s
[2025-12-12T20:35:24.328713] [INFO ] [sig       ] [3487/3596] Forecasting WFG...
[2025-12-12T20:35:24.328742] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-12T20:35:24.328771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-12T20:35:24.339924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-12T20:35:24.340236] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-12T20:35:24.341287] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-12T20:35:24.341340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:24.341373] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:24.341404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:24.341463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:24.412984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:24.413861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:24.413942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:24.413975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:24.538753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:24.538914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:24.538953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:24.538982] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:24.542359] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-12-12T20:35:24.542668] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-12T20:35:24.542799] [INFO ] [sig       ] WFG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:24.688078] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WFG.txt
[2025-12-12T20:35:24.688273] [INFO ] [sig       ] [3487/3596] Completed WFG in 0.4s | 2.86 sym/s | Total: 20.3m | ETA: 38.2s
[2025-12-12T20:35:24.688314] [INFO ] [sig       ] [3488/3596] Forecasting WFRD...
[2025-12-12T20:35:24.688343] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-12T20:35:24.688375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-12T20:35:24.700431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-12T20:35:24.700828] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-12T20:35:24.701607] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-12T20:35:24.701658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:24.701689] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:24.701715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:24.701770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:24.762482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:24.763410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:24.763519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:24.763555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:24.883562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:24.883738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:24.883797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:24.883827] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:24.887170] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-12T20:35:24.887483] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-12T20:35:24.887630] [INFO ] [sig       ] WFRD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:25.041597] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WFRD.txt
[2025-12-12T20:35:25.041760] [INFO ] [sig       ] [3488/3596] Completed WFRD in 0.4s | 2.86 sym/s | Total: 20.4m | ETA: 37.8s
[2025-12-12T20:35:25.041798] [INFO ] [sig       ] [3489/3596] Forecasting WGMI...
[2025-12-12T20:35:25.041827] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-12T20:35:25.041861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-12T20:35:25.054434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-12T20:35:25.054752] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-12T20:35:25.055521] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-12T20:35:25.055597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:25.055631] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:25.055657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:25.055712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:25.112820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:25.113626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:25.113705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:25.113737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:25.235418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:25.235552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:25.235606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:25.235636] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:25.239351] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-12T20:35:25.239828] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-12T20:35:25.239981] [INFO ] [sig       ] WGMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:25.385633] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WGMI.txt
[2025-12-12T20:35:25.385791] [INFO ] [sig       ] [3489/3596] Completed WGMI in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 37.5s
[2025-12-12T20:35:25.385829] [INFO ] [sig       ] [3490/3596] Forecasting WGO...
[2025-12-12T20:35:25.385859] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-12T20:35:25.385889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-12T20:35:25.397553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-12T20:35:25.397830] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-12T20:35:25.398592] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-12T20:35:25.398643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:25.398674] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:25.398701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:25.398756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:25.455379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:25.456031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:25.456103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:25.456133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:25.574624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:25.574760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:25.574797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:25.574826] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:25.578085] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-12T20:35:25.578353] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-12T20:35:25.578492] [INFO ] [sig       ] WGO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:25.719037] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WGO.txt
[2025-12-12T20:35:25.719154] [INFO ] [sig       ] [3490/3596] Completed WGO in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 37.1s
[2025-12-12T20:35:25.719191] [INFO ] [sig       ] [3491/3596] Forecasting WGS...
[2025-12-12T20:35:25.719219] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-12T20:35:25.719248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-12T20:35:25.731042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-12T20:35:25.731303] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-12T20:35:25.732093] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-12T20:35:25.732143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:25.732198] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:25.732225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:25.732280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:25.791413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:25.792057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:25.792130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:25.792161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:25.921021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:25.921190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:25.921236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:25.921264] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:25.924845] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-12T20:35:25.925123] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-12T20:35:25.925240] [INFO ] [sig       ] WGS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:26.066445] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WGS.txt
[2025-12-12T20:35:26.066564] [INFO ] [sig       ] [3491/3596] Completed WGS in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 36.8s
[2025-12-12T20:35:26.066619] [INFO ] [sig       ] [3492/3596] Forecasting WH...
[2025-12-12T20:35:26.066648] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-12T20:35:26.066678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-12T20:35:26.078296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-12T20:35:26.078659] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-12T20:35:26.079409] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-12T20:35:26.079460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:26.079521] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:26.079550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:26.079627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:26.137974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:26.138831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:26.138909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:26.138940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:26.259787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:26.259952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:26.259990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:26.260018] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:26.263938] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-12-12T20:35:26.264210] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-12T20:35:26.264332] [INFO ] [sig       ] WH: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:26.403380] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WH.txt
[2025-12-12T20:35:26.403529] [INFO ] [sig       ] [3492/3596] Completed WH in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 36.4s
[2025-12-12T20:35:26.403568] [INFO ] [sig       ] [3493/3596] Forecasting WHD...
[2025-12-12T20:35:26.403616] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-12T20:35:26.403647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-12T20:35:26.418322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-12T20:35:26.418827] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-12T20:35:26.419815] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-12T20:35:26.419875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:26.419932] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:26.419965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:26.420039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:26.483058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:26.483914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:26.483991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:26.484023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:26.611813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:26.611964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:26.612004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:26.612032] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:26.615476] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-12T20:35:26.615768] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-12T20:35:26.615888] [INFO ] [sig       ] WHD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:26.776771] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WHD.txt
[2025-12-12T20:35:26.776962] [INFO ] [sig       ] [3493/3596] Completed WHD in 0.4s | 2.86 sym/s | Total: 20.4m | ETA: 36.1s
[2025-12-12T20:35:26.777008] [INFO ] [sig       ] [3494/3596] Forecasting WHF...
[2025-12-12T20:35:26.777043] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-12T20:35:26.777081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-12T20:35:26.791470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-12T20:35:26.792007] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-12T20:35:26.792971] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-12T20:35:26.793023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:26.793053] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:26.793079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:26.793135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:26.850823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:26.851639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:26.851716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:26.851747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:26.974059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:26.974217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:26.974258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:26.974286] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:26.978659] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-12T20:35:26.979014] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-12T20:35:26.979179] [INFO ] [sig       ] WHF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:27.121153] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WHF.txt
[2025-12-12T20:35:27.121288] [INFO ] [sig       ] [3494/3596] Completed WHF in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 35.7s
[2025-12-12T20:35:27.121325] [INFO ] [sig       ] [3495/3596] Forecasting WHG...
[2025-12-12T20:35:27.121353] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-12T20:35:27.121383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-12T20:35:27.132910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-12T20:35:27.133207] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-12T20:35:27.133966] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-12T20:35:27.134018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:27.134048] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:27.134075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:27.134130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:27.196615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:27.197489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:27.197564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:27.197624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:27.302521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:27.302689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:27.302728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:27.302755] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:27.306093] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-12T20:35:27.306358] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-12T20:35:27.306478] [INFO ] [sig       ] WHG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:27.445818] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WHG.txt
[2025-12-12T20:35:27.445954] [INFO ] [sig       ] [3495/3596] Completed WHG in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 35.4s
[2025-12-12T20:35:27.445992] [INFO ] [sig       ] [3496/3596] Forecasting WIA...
[2025-12-12T20:35:27.446028] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-12T20:35:27.446060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-12T20:35:27.455976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-12T20:35:27.456232] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-12T20:35:27.457019] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-12T20:35:27.457069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:27.457099] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:27.457125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:27.457179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:27.523879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:27.524713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:27.524790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:27.524821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:27.645817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:27.645961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:27.646000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:27.646027] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:27.649296] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-12T20:35:27.649612] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-12T20:35:27.649732] [INFO ] [sig       ] WIA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:27.792702] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WIA.txt
[2025-12-12T20:35:27.792840] [INFO ] [sig       ] [3496/3596] Completed WIA in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 35.0s
[2025-12-12T20:35:27.792878] [INFO ] [sig       ] [3497/3596] Forecasting WIMI...
[2025-12-12T20:35:27.792906] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-12T20:35:27.792936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-12T20:35:27.805685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-12T20:35:27.806046] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-12T20:35:27.806850] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-12T20:35:27.806901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:27.806931] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:27.806956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:27.807019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:27.866114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:27.867033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:27.867111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:27.867144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:27.985431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:27.985599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:27.985638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:27.985665] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:27.988959] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-12T20:35:27.989230] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-12T20:35:27.989347] [INFO ] [sig       ] WIMI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:28.127350] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WIMI.txt
[2025-12-12T20:35:28.127501] [INFO ] [sig       ] [3497/3596] Completed WIMI in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 34.7s
[2025-12-12T20:35:28.127540] [INFO ] [sig       ] [3498/3596] Forecasting WINA...
[2025-12-12T20:35:28.127568] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-12T20:35:28.127622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-12T20:35:28.139548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-12T20:35:28.139880] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-12T20:35:28.140797] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-12T20:35:28.140847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:28.140877] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:28.140903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:28.140958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:28.198975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:28.199866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:28.199964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:28.199995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:28.311882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:28.312032] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-12T20:35:28.312072] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:28.312099] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:28.315361] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-12T20:35:28.315651] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-12T20:35:28.315771] [INFO ] [sig       ] WINA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:28.464540] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WINA.txt
[2025-12-12T20:35:28.464723] [INFO ] [sig       ] [3498/3596] Completed WINA in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 34.3s
[2025-12-12T20:35:28.464765] [INFO ] [sig       ] [3499/3596] Forecasting WING...
[2025-12-12T20:35:28.464795] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-12T20:35:28.464829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-12T20:35:28.477453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-12T20:35:28.477858] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-12T20:35:28.478761] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-12T20:35:28.478816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:28.478847] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:28.478874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:28.478930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:28.542151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:28.543335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:28.543419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:28.543452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:28.664787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:28.664933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:28.664972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:28.665031] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:28.668330] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-12T20:35:28.668633] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-12T20:35:28.668758] [INFO ] [sig       ] WING: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:28.808314] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WING.txt
[2025-12-12T20:35:28.808444] [INFO ] [sig       ] [3499/3596] Completed WING in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 34.0s
[2025-12-12T20:35:28.808482] [INFO ] [sig       ] [3500/3596] Forecasting WINN...
[2025-12-12T20:35:28.808515] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-12T20:35:28.808546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-12T20:35:28.820801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-12T20:35:28.821209] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-12T20:35:28.822315] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-12T20:35:28.822369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:28.822400] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:28.822427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:28.822492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:28.882224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:28.883048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:28.883128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:28.883161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:29.003927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:29.004076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:29.004114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:29.004142] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:29.007404] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-12T20:35:29.007772] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-12T20:35:29.007899] [INFO ] [sig       ] WINN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:29.148917] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WINN.txt
[2025-12-12T20:35:29.149080] [INFO ] [sig       ] [3500/3596] Completed WINN in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 33.6s
[2025-12-12T20:35:29.149119] [INFO ] [sig       ] [3501/3596] Forecasting WIX...
[2025-12-12T20:35:29.149148] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-12T20:35:29.149178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-12T20:35:29.161030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-12T20:35:29.161385] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-12T20:35:29.162252] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-12T20:35:29.162305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:29.162337] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:29.162366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:29.162423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:29.220408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:29.221290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:29.221411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:29.221460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:29.350491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:29.350672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:29.350721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:29.350751] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:29.354430] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-12T20:35:29.354804] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-12T20:35:29.354967] [INFO ] [sig       ] WIX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:29.495122] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WIX.txt
[2025-12-12T20:35:29.495263] [INFO ] [sig       ] [3501/3596] Completed WIX in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 33.3s
[2025-12-12T20:35:29.495302] [INFO ] [sig       ] [3502/3596] Forecasting WK...
[2025-12-12T20:35:29.495330] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-12T20:35:29.495361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-12T20:35:29.506787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-12T20:35:29.507126] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-12T20:35:29.507916] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-12T20:35:29.507967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:29.507997] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:29.508023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:29.508078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:29.564141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:29.564978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:29.565061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:29.565093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:29.684072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:29.684250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:29.684303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:29.684336] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:29.688025] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-12-12T20:35:29.688317] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-12T20:35:29.688447] [INFO ] [sig       ] WK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:29.830301] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WK.txt
[2025-12-12T20:35:29.830431] [INFO ] [sig       ] [3502/3596] Completed WK in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 32.9s
[2025-12-12T20:35:29.830467] [INFO ] [sig       ] [3503/3596] Forecasting WKC...
[2025-12-12T20:35:29.830495] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-12T20:35:29.830526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-12T20:35:29.841736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-12T20:35:29.842008] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-12T20:35:29.842771] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-12T20:35:29.842822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:29.842861] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:29.842887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:29.842974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:29.902729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:29.903412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:29.903489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:29.903522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:30.020704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:30.020855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:30.020895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:30.020922] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:30.024309] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-12T20:35:30.024613] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-12T20:35:30.024738] [INFO ] [sig       ] WKC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:30.173558] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WKC.txt
[2025-12-12T20:35:30.173722] [INFO ] [sig       ] [3503/3596] Completed WKC in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 32.6s
[2025-12-12T20:35:30.173761] [INFO ] [sig       ] [3504/3596] Forecasting WKEY...
[2025-12-12T20:35:30.173789] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-12T20:35:30.173820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-12T20:35:30.185095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-12T20:35:30.185396] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-12T20:35:30.186207] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-12T20:35:30.186258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:30.186288] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:30.186313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:30.186367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:30.242250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:30.243036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:30.243115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:30.243146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:30.359417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:30.359587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:30.359626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:30.359654] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:30.363081] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2025-12-12T20:35:30.363353] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-12T20:35:30.363472] [INFO ] [sig       ] WKEY: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:30.510224] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WKEY.txt
[2025-12-12T20:35:30.510416] [INFO ] [sig       ] [3504/3596] Completed WKEY in 0.3s | 2.86 sym/s | Total: 20.4m | ETA: 32.2s
[2025-12-12T20:35:30.510457] [INFO ] [sig       ] [3505/3596] Forecasting WKSP...
[2025-12-12T20:35:30.510487] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-12T20:35:30.510520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-12T20:35:30.522338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-12T20:35:30.522761] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-12T20:35:30.523656] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-12T20:35:30.523736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:30.523776] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:30.523804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:30.523861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:30.585640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:30.586488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:30.586570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:30.586622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:30.704434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:30.704614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:30.704656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:30.704685] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:30.708040] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: DOWN (p=37.22%)
[2025-12-12T20:35:30.708331] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-12T20:35:30.708457] [INFO ] [sig       ] WKSP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:30.864612] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WKSP.txt
[2025-12-12T20:35:30.864770] [INFO ] [sig       ] [3505/3596] Completed WKSP in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 31.9s
[2025-12-12T20:35:30.864808] [INFO ] [sig       ] [3506/3596] Forecasting WLDN...
[2025-12-12T20:35:30.864837] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-12T20:35:30.864868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-12T20:35:30.876478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-12T20:35:30.876856] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-12T20:35:30.877631] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-12T20:35:30.877682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:30.877713] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:30.877740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:30.877812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:30.943624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:30.944805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:30.945081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:30.945113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:31.074295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:31.074454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:31.074493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:31.074521] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:31.077942] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=22.98%)
[2025-12-12T20:35:31.078243] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-12T20:35:31.078377] [INFO ] [sig       ] WLDN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:31.219207] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WLDN.txt
[2025-12-12T20:35:31.219352] [INFO ] [sig       ] [3506/3596] Completed WLDN in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 31.5s
[2025-12-12T20:35:31.219391] [INFO ] [sig       ] [3507/3596] Forecasting WLDS...
[2025-12-12T20:35:31.219420] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-12T20:35:31.219458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-12T20:35:31.232987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-12T20:35:31.233418] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-12T20:35:31.234229] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-12T20:35:31.234282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:31.234313] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:31.234339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:31.234395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:31.295012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:31.296183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:31.296290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:31.296325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:31.419757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:31.419944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:31.419986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:31.420015] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:31.423797] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-12-12T20:35:31.424181] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-12T20:35:31.424333] [INFO ] [sig       ] WLDS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:31.573313] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WLDS.txt
[2025-12-12T20:35:31.573481] [INFO ] [sig       ] [3507/3596] Completed WLDS in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 31.2s
[2025-12-12T20:35:31.573521] [INFO ] [sig       ] [3508/3596] Forecasting WLFC...
[2025-12-12T20:35:31.573549] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-12T20:35:31.573599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-12T20:35:31.586938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-12T20:35:31.587328] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-12T20:35:31.588312] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-12T20:35:31.588364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:31.588421] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:31.588449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:31.588505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:31.650346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:31.651257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:31.651337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:31.651373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:31.777105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:31.777266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:31.777305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:31.777332] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:31.781390] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=62.49%)
[2025-12-12T20:35:31.781710] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-12T20:35:31.781837] [INFO ] [sig       ] WLFC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:31.932301] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WLFC.txt
[2025-12-12T20:35:31.932475] [INFO ] [sig       ] [3508/3596] Completed WLFC in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 30.8s
[2025-12-12T20:35:31.932519] [INFO ] [sig       ] [3509/3596] Forecasting WLK...
[2025-12-12T20:35:31.932555] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-12T20:35:31.932618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-12T20:35:31.946251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-12T20:35:31.946629] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-12T20:35:31.947448] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-12T20:35:31.947502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:31.947534] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:31.947560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:31.947652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:32.011994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:32.013147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:32.013236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:32.013268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:32.142350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:32.142523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:32.142567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:32.142618] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:32.147123] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-12T20:35:32.147438] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-12T20:35:32.147596] [INFO ] [sig       ] WLK: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:32.303132] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WLK.txt
[2025-12-12T20:35:32.303298] [INFO ] [sig       ] [3509/3596] Completed WLK in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 30.5s
[2025-12-12T20:35:32.303341] [INFO ] [sig       ] [3510/3596] Forecasting WLKP...
[2025-12-12T20:35:32.303372] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-12T20:35:32.303413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-12T20:35:32.316704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-12T20:35:32.317062] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-12T20:35:32.317945] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-12T20:35:32.317999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:32.318041] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:32.318071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:32.318128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:32.384975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:32.385884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:32.385984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:32.386025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:32.515716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:32.515877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:32.515919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:32.515957] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:32.519502] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-12T20:35:32.519832] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-12T20:35:32.519987] [INFO ] [sig       ] WLKP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:32.672403] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WLKP.txt
[2025-12-12T20:35:32.672589] [INFO ] [sig       ] [3510/3596] Completed WLKP in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 30.1s
[2025-12-12T20:35:32.672643] [INFO ] [sig       ] [3511/3596] Forecasting WMG...
[2025-12-12T20:35:32.672675] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-12T20:35:32.672707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-12T20:35:32.686612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-12T20:35:32.686940] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-12T20:35:32.687772] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-12T20:35:32.687826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:32.687860] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:32.687898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:32.687974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:32.754463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:32.755337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:32.755422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:32.755455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:32.891330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:32.891485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:32.891527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:32.891604] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:32.895298] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-12T20:35:32.895641] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-12T20:35:32.895799] [INFO ] [sig       ] WMG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:33.049252] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WMG.txt
[2025-12-12T20:35:33.049419] [INFO ] [sig       ] [3511/3596] Completed WMG in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 29.8s
[2025-12-12T20:35:33.049462] [INFO ] [sig       ] [3512/3596] Forecasting WMK...
[2025-12-12T20:35:33.049492] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-12T20:35:33.049532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-12T20:35:33.061452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-12T20:35:33.061803] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-12T20:35:33.062617] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-12T20:35:33.062670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:33.062700] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:33.062726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:33.062781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:33.127623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:33.128464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:33.128566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:33.128620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:33.256882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:33.257057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:33.257097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:33.257125] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:33.260435] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-12-12T20:35:33.260729] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-12T20:35:33.260854] [INFO ] [sig       ] WMK: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:33.397213] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WMK.txt
[2025-12-12T20:35:33.397361] [INFO ] [sig       ] [3512/3596] Completed WMK in 0.3s | 2.86 sym/s | Total: 20.5m | ETA: 29.4s
[2025-12-12T20:35:33.397400] [INFO ] [sig       ] [3513/3596] Forecasting WMS...
[2025-12-12T20:35:33.397429] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-12T20:35:33.397460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-12T20:35:33.409987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-12T20:35:33.410389] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-12T20:35:33.411172] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-12T20:35:33.411223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:33.411253] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:33.411279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:33.411334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:33.468024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:33.468868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:33.468948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:33.468980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:33.593624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:33.593786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:33.593825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:33.593854] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:33.597187] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=17.87%)
[2025-12-12T20:35:33.597505] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-12T20:35:33.597655] [INFO ] [sig       ] WMS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:33.756100] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WMS.txt
[2025-12-12T20:35:33.756279] [INFO ] [sig       ] [3513/3596] Completed WMS in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 29.1s
[2025-12-12T20:35:33.756320] [INFO ] [sig       ] [3514/3596] Forecasting WNC...
[2025-12-12T20:35:33.756349] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-12T20:35:33.756381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-12T20:35:33.771240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-12T20:35:33.771723] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-12T20:35:33.772784] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-12T20:35:33.772849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:33.772893] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:33.772933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:33.773015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:33.856662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:33.857723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:33.857825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:33.857875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:33.994365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:33.994524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:33.994566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:33.994618] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:33.998333] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-12-12T20:35:33.998694] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-12T20:35:33.998830] [INFO ] [sig       ] WNC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:34.152763] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WNC.txt
[2025-12-12T20:35:34.152954] [INFO ] [sig       ] [3514/3596] Completed WNC in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 28.7s
[2025-12-12T20:35:34.153000] [INFO ] [sig       ] [3515/3596] Forecasting WNEB...
[2025-12-12T20:35:34.153031] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-12T20:35:34.153075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-12T20:35:34.166149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-12T20:35:34.166539] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-12T20:35:34.167406] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-12T20:35:34.167461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:34.167493] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:34.167521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:34.167600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:34.229074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:34.229967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:34.230050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:34.230082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:34.350818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:34.350975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:34.351015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:34.351045] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:34.354472] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-12T20:35:34.354816] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-12T20:35:34.354942] [INFO ] [sig       ] WNEB: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:34.526252] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WNEB.txt
[2025-12-12T20:35:34.526414] [INFO ] [sig       ] [3515/3596] Completed WNEB in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 28.4s
[2025-12-12T20:35:34.526454] [INFO ] [sig       ] [3516/3596] Forecasting WOOD...
[2025-12-12T20:35:34.526482] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-12T20:35:34.526514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-12T20:35:34.537799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-12T20:35:34.538179] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-12T20:35:34.539024] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-12T20:35:34.539089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:34.539122] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:34.539149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:34.539209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:34.597057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:34.597935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:34.598013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:34.598045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:34.704148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:34.704306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:34.704346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:34.704375] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:34.708033] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-12-12T20:35:34.708408] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-12T20:35:34.708544] [INFO ] [sig       ] WOOD: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:34.860410] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WOOD.txt
[2025-12-12T20:35:34.860599] [INFO ] [sig       ] [3516/3596] Completed WOOD in 0.3s | 2.86 sym/s | Total: 20.5m | ETA: 28.0s
[2025-12-12T20:35:34.860649] [INFO ] [sig       ] [3517/3596] Forecasting WOOF...
[2025-12-12T20:35:34.860685] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-12T20:35:34.860721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-12T20:35:34.872217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-12T20:35:34.872617] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-12T20:35:34.873450] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-12T20:35:34.873503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:34.873535] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:34.873562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:34.873645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:34.932216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:34.933090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:34.933170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:34.933201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:35.064716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:35.064895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:35.064947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:35.064978] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:35.068773] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=24.80%)
[2025-12-12T20:35:35.069100] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-12T20:35:35.069240] [INFO ] [sig       ] WOOF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:35.216586] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WOOF.txt
[2025-12-12T20:35:35.216729] [INFO ] [sig       ] [3517/3596] Completed WOOF in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 27.7s
[2025-12-12T20:35:35.216767] [INFO ] [sig       ] [3518/3596] Forecasting WPC...
[2025-12-12T20:35:35.216796] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-12T20:35:35.216825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-12T20:35:35.228549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-12T20:35:35.228861] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-12T20:35:35.229624] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-12T20:35:35.229677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:35.229710] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:35.229737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:35.229793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:35.287470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:35.288196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:35.288303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:35.288336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:35.408477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:35.408646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:35.408685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:35.408712] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:35.412445] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=54.66%)
[2025-12-12T20:35:35.412740] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-12T20:35:35.412862] [INFO ] [sig       ] WPC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:35.549126] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WPC.txt
[2025-12-12T20:35:35.549263] [INFO ] [sig       ] [3518/3596] Completed WPC in 0.3s | 2.86 sym/s | Total: 20.5m | ETA: 27.3s
[2025-12-12T20:35:35.549303] [INFO ] [sig       ] [3519/3596] Forecasting WPP...
[2025-12-12T20:35:35.549333] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-12T20:35:35.549363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-12T20:35:35.561049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-12T20:35:35.561350] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-12T20:35:35.562111] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-12T20:35:35.562161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:35.562191] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:35.562217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:35.562272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:35.623228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:35.624190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:35.624280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:35.624326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:35.756442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:35.756624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:35.756670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:35.756700] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:35.760367] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-12T20:35:35.760675] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-12T20:35:35.760808] [INFO ] [sig       ] WPP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:35.913968] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WPP.txt
[2025-12-12T20:35:35.914132] [INFO ] [sig       ] [3519/3596] Completed WPP in 0.4s | 2.86 sym/s | Total: 20.5m | ETA: 27.0s
[2025-12-12T20:35:35.914179] [INFO ] [sig       ] [3520/3596] Forecasting WRAP...
[2025-12-12T20:35:35.914211] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-12T20:35:35.914248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-12T20:35:35.927879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-12T20:35:35.928192] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-12T20:35:35.929084] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-12T20:35:35.929137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:35.929169] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:35.929196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:35.929252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:35.989377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:35.990173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:35.990254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:35.990295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:36.109608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:36.109753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:36.109792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:36.109821] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:36.113237] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-12T20:35:36.113509] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-12T20:35:36.113650] [INFO ] [sig       ] WRAP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:36.251291] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WRAP.txt
[2025-12-12T20:35:36.251433] [INFO ] [sig       ] [3520/3596] Completed WRAP in 0.3s | 2.86 sym/s | Total: 20.5m | ETA: 26.6s
[2025-12-12T20:35:36.251472] [INFO ] [sig       ] [3521/3596] Forecasting WRB...
[2025-12-12T20:35:36.251501] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-12T20:35:36.251531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-12T20:35:36.262520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-12T20:35:36.262854] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-12T20:35:36.263628] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-12T20:35:36.263681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:36.263713] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:36.263738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:36.263793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:36.331327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:36.332201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:36.332284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:36.332319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:36.450772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:36.450925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:36.450965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:36.450994] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:36.454287] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-12T20:35:36.454565] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-12T20:35:36.454723] [INFO ] [sig       ] WRB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:36.594410] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WRB.txt
[2025-12-12T20:35:36.594604] [INFO ] [sig       ] [3521/3596] Completed WRB in 0.3s | 2.86 sym/s | Total: 20.5m | ETA: 26.3s
[2025-12-12T20:35:36.594645] [INFO ] [sig       ] [3522/3596] Forecasting WRBY...
[2025-12-12T20:35:36.594674] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-12T20:35:36.594705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-12T20:35:36.606557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-12T20:35:36.607023] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-12T20:35:36.607916] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-12T20:35:36.607971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:36.608004] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:36.608030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:36.608085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:36.670946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:36.671849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:36.671939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:36.671972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:36.799551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:36.799768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:36.799809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:36.799837] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:36.803369] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-12T20:35:36.803681] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-12T20:35:36.803986] [INFO ] [sig       ] WRBY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:36.965595] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WRBY.txt
[2025-12-12T20:35:36.965755] [INFO ] [sig       ] [3522/3596] Completed WRBY in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 25.9s
[2025-12-12T20:35:36.965996] [INFO ] [sig       ] [3523/3596] Forecasting WRLD...
[2025-12-12T20:35:36.966027] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-12T20:35:36.966059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-12T20:35:36.978237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-12T20:35:36.978602] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-12T20:35:36.979416] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-12T20:35:36.979469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:36.979501] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:36.979529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:36.979605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:37.042612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:37.043460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:37.043539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:37.043591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:37.166164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:37.166324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:37.166380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:37.166411] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:37.170491] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-12-12T20:35:37.170800] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-12T20:35:37.171121] [INFO ] [sig       ] WRLD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:37.330278] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WRLD.txt
[2025-12-12T20:35:37.330442] [INFO ] [sig       ] [3523/3596] Completed WRLD in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 25.6s
[2025-12-12T20:35:37.330488] [INFO ] [sig       ] [3524/3596] Forecasting WSBC...
[2025-12-12T20:35:37.330519] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-12T20:35:37.330550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-12T20:35:37.342554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-12T20:35:37.342914] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-12T20:35:37.343679] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-12T20:35:37.343730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:37.343761] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:37.343787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:37.343843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:37.403422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:37.404289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:37.404389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:37.404424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:37.527442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:37.527629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:37.527693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:37.527723] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:37.531091] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-12-12T20:35:37.531374] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-12T20:35:37.531501] [INFO ] [sig       ] WSBC: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:37.675904] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WSBC.txt
[2025-12-12T20:35:37.676060] [INFO ] [sig       ] [3524/3596] Completed WSBC in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 25.2s
[2025-12-12T20:35:37.676098] [INFO ] [sig       ] [3525/3596] Forecasting WSBF...
[2025-12-12T20:35:37.676126] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-12T20:35:37.676156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-12T20:35:37.687971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-12T20:35:37.688363] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-12T20:35:37.689329] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-12T20:35:37.689380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:37.689436] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:37.689463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:37.689518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:37.747890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:37.748784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:37.748862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:37.748894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:37.870621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:37.870779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:37.870817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:37.870844] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:37.874659] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=66.91%)
[2025-12-12T20:35:37.874932] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-12T20:35:37.875051] [INFO ] [sig       ] WSBF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:38.016472] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WSBF.txt
[2025-12-12T20:35:38.016654] [INFO ] [sig       ] [3525/3596] Completed WSBF in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 24.9s
[2025-12-12T20:35:38.016696] [INFO ] [sig       ] [3526/3596] Forecasting WSC...
[2025-12-12T20:35:38.016726] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-12T20:35:38.016779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-12T20:35:38.029383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-12T20:35:38.029704] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-12T20:35:38.030501] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-12T20:35:38.030552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:38.030602] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:38.030630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:38.030685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:38.091956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:38.092996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:38.093075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:38.093107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:38.221039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:38.221198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:38.221248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:38.221277] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:38.225038] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-12T20:35:38.225332] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-12T20:35:38.225460] [INFO ] [sig       ] WSC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:38.373877] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WSC.txt
[2025-12-12T20:35:38.374044] [INFO ] [sig       ] [3526/3596] Completed WSC in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 24.5s
[2025-12-12T20:35:38.374086] [INFO ] [sig       ] [3527/3596] Forecasting WSFS...
[2025-12-12T20:35:38.374115] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-12T20:35:38.374145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-12T20:35:38.387423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-12T20:35:38.387752] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-12T20:35:38.388523] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-12T20:35:38.388597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:38.388643] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:38.388673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:38.388737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:38.455100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:38.455964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:38.456042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:38.456075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:38.577903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:38.578063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:38.578103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:38.578130] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:38.581658] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-12T20:35:38.581937] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-12T20:35:38.582064] [INFO ] [sig       ] WSFS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:38.735820] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WSFS.txt
[2025-12-12T20:35:38.735981] [INFO ] [sig       ] [3527/3596] Completed WSFS in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 24.2s
[2025-12-12T20:35:38.736020] [INFO ] [sig       ] [3528/3596] Forecasting WSM...
[2025-12-12T20:35:38.736049] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-12T20:35:38.736084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-12T20:35:38.748486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-12T20:35:38.748929] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-12T20:35:38.749950] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-12T20:35:38.750005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:38.750035] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:38.750060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:38.750115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:38.812825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:38.813704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:38.813813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:38.813856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:38.941755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:38.941944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:38.941987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:38.942056] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:38.945871] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-12-12T20:35:38.946148] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-12T20:35:38.946269] [INFO ] [sig       ] WSM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:39.089514] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WSM.txt
[2025-12-12T20:35:39.089721] [INFO ] [sig       ] [3528/3596] Completed WSM in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 23.8s
[2025-12-12T20:35:39.089774] [INFO ] [sig       ] [3529/3596] Forecasting WSO...
[2025-12-12T20:35:39.089812] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-12T20:35:39.089852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-12T20:35:39.101275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-12T20:35:39.101661] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-12T20:35:39.102696] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-12T20:35:39.102791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:39.102840] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:39.102887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:39.102975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:39.162010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:39.162829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:39.162908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:39.162942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:39.283392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:39.283541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:39.283599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:39.283629] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:39.286997] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-12T20:35:39.287282] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-12T20:35:39.287406] [INFO ] [sig       ] WSO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:39.434230] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WSO.txt
[2025-12-12T20:35:39.434382] [INFO ] [sig       ] [3529/3596] Completed WSO in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 23.5s
[2025-12-12T20:35:39.434420] [INFO ] [sig       ] [3530/3596] Forecasting WTBA...
[2025-12-12T20:35:39.434449] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-12T20:35:39.434477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-12T20:35:39.446149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-12T20:35:39.446487] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-12T20:35:39.447253] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-12T20:35:39.447304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:39.447334] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:39.447360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:39.447415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:39.505739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:39.506499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:39.506593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:39.506627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:39.632418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:39.632562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:39.632618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:39.632647] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:39.636665] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-12T20:35:39.636972] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-12T20:35:39.637095] [INFO ] [sig       ] WTBA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:39.775999] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WTBA.txt
[2025-12-12T20:35:39.776137] [INFO ] [sig       ] [3530/3596] Completed WTBA in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 23.1s
[2025-12-12T20:35:39.776175] [INFO ] [sig       ] [3531/3596] Forecasting WTFC...
[2025-12-12T20:35:39.776210] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-12T20:35:39.776242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-12T20:35:39.788421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-12T20:35:39.788776] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-12T20:35:39.789756] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-12T20:35:39.789818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:39.789855] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:39.789886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:39.789973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:39.848827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:39.849608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:39.849688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:39.849723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:39.969135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:39.969286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:39.969324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:39.969352] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:39.972631] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=70.33%)
[2025-12-12T20:35:39.972907] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-12T20:35:39.973025] [INFO ] [sig       ] WTFC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:40.128972] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WTFC.txt
[2025-12-12T20:35:40.129136] [INFO ] [sig       ] [3531/3596] Completed WTFC in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 22.8s
[2025-12-12T20:35:40.129173] [INFO ] [sig       ] [3532/3596] Forecasting WTI...
[2025-12-12T20:35:40.129202] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-12T20:35:40.129233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-12T20:35:40.142701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-12T20:35:40.143038] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-12T20:35:40.143936] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-12T20:35:40.143992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:40.144026] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:40.144055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:40.144115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:40.205446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:40.206469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:40.206551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:40.206603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:40.325608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:40.325778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:40.325818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:40.325846] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:40.329171] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-12T20:35:40.329438] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-12T20:35:40.329554] [INFO ] [sig       ] WTI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:40.471545] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WTI.txt
[2025-12-12T20:35:40.471714] [INFO ] [sig       ] [3532/3596] Completed WTI in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 22.4s
[2025-12-12T20:35:40.471760] [INFO ] [sig       ] [3533/3596] Forecasting WTRG...
[2025-12-12T20:35:40.471797] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-12T20:35:40.471832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-12T20:35:40.484347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-12T20:35:40.484698] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-12T20:35:40.485506] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-12T20:35:40.485559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:40.485617] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:40.485647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:40.485704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:40.547791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:40.548854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:40.549139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:40.549173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:40.671944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:40.672286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:40.672325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:40.672352] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:40.676046] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=78.81%)
[2025-12-12T20:35:40.676320] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-12T20:35:40.676437] [INFO ] [sig       ] WTRG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:40.821019] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WTRG.txt
[2025-12-12T20:35:40.821176] [INFO ] [sig       ] [3533/3596] Completed WTRG in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 22.1s
[2025-12-12T20:35:40.821216] [INFO ] [sig       ] [3534/3596] Forecasting WTS...
[2025-12-12T20:35:40.821254] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-12T20:35:40.821313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-12T20:35:40.833037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-12T20:35:40.833342] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-12T20:35:40.834303] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-12T20:35:40.834510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:40.834541] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:40.834566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:40.834645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:40.898042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:40.898936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:40.899029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:40.899063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:41.025900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:41.026059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:41.026103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:41.026150] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:41.029681] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2025-12-12T20:35:41.030016] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-12T20:35:41.030148] [INFO ] [sig       ] WTS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:41.177262] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WTS.txt
[2025-12-12T20:35:41.177412] [INFO ] [sig       ] [3534/3596] Completed WTS in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 21.7s
[2025-12-12T20:35:41.177451] [INFO ] [sig       ] [3535/3596] Forecasting WULF...
[2025-12-12T20:35:41.177479] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-12T20:35:41.177509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-12T20:35:41.189097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-12T20:35:41.189396] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-12T20:35:41.190245] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-12T20:35:41.190299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:41.190347] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:41.190377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:41.190439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:41.253252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:41.254091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:41.254201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:41.254252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:41.376875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:41.377022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:41.377062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:41.377090] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:41.380439] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-12T20:35:41.380772] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-12T20:35:41.380900] [INFO ] [sig       ] WULF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:41.520828] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WULF.txt
[2025-12-12T20:35:41.520997] [INFO ] [sig       ] [3535/3596] Completed WULF in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 21.4s
[2025-12-12T20:35:41.521036] [INFO ] [sig       ] [3536/3596] Forecasting WVE...
[2025-12-12T20:35:41.521064] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-12T20:35:41.521095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-12T20:35:41.532745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-12T20:35:41.533052] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-12T20:35:41.533862] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-12T20:35:41.533923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:41.533958] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:41.533983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:41.534038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:41.593677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:41.594624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:41.594715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:41.594771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:41.724410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:41.724605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:41.724651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:41.724681] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:41.728672] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-12T20:35:41.728969] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-12T20:35:41.729094] [INFO ] [sig       ] WVE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:41.926284] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WVE.txt
[2025-12-12T20:35:41.926434] [INFO ] [sig       ] [3536/3596] Completed WVE in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 21.0s
[2025-12-12T20:35:41.926474] [INFO ] [sig       ] [3537/3596] Forecasting WWD...
[2025-12-12T20:35:41.926503] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-12T20:35:41.926533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-12T20:35:41.938540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-12T20:35:41.938880] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-12T20:35:41.939915] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-12T20:35:41.939976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:41.940010] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:41.940038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:41.940096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:41.999155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:41.999932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:42.000219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:42.000254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:42.124914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:42.125064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:42.125102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:42.125132] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:42.128424] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-12T20:35:42.128728] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-12T20:35:42.128851] [INFO ] [sig       ] WWD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:42.270491] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/WWD.txt
[2025-12-12T20:35:42.270650] [INFO ] [sig       ] [3537/3596] Completed WWD in 0.3s | 2.86 sym/s | Total: 20.6m | ETA: 20.7s
[2025-12-12T20:35:42.270690] [INFO ] [sig       ] [3538/3596] Forecasting WY...
[2025-12-12T20:35:42.270719] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-12T20:35:42.270750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-12T20:35:42.282760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-12T20:35:42.283341] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-12T20:35:42.284141] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-12T20:35:42.284192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:42.284223] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:42.284249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:42.284329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:42.344375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:42.345222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:42.345303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:42.345336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:42.464078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:42.464232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:42.464272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:42.464300] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:42.467837] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-12-12T20:35:42.468324] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-12T20:35:42.468446] [INFO ] [sig       ] WY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:42.627058] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WY.txt
[2025-12-12T20:35:42.627255] [INFO ] [sig       ] [3538/3596] Completed WY in 0.4s | 2.86 sym/s | Total: 20.6m | ETA: 20.3s
[2025-12-12T20:35:42.627297] [INFO ] [sig       ] [3539/3596] Forecasting WYNN...
[2025-12-12T20:35:42.627328] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-12T20:35:42.627361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-12T20:35:42.640346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-12T20:35:42.640756] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-12T20:35:42.641732] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-12T20:35:42.641792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:42.641852] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:42.641891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:42.641949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:42.712465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:42.713313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:42.713392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:42.713427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:42.840628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:42.840786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:42.840844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:42.840884] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:42.844514] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2025-12-12T20:35:42.844833] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-12T20:35:42.844965] [INFO ] [sig       ] WYNN: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:42.983309] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/WYNN.txt
[2025-12-12T20:35:42.983452] [INFO ] [sig       ] [3539/3596] Completed WYNN in 0.4s | 2.86 sym/s | Total: 20.7m | ETA: 20.0s
[2025-12-12T20:35:42.983490] [INFO ] [sig       ] [3540/3596] Forecasting XBIL...
[2025-12-12T20:35:42.983518] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-12T20:35:42.983549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-12T20:35:42.995926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-12T20:35:42.996234] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-12T20:35:42.997025] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-12T20:35:42.997088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:42.997119] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:42.997144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:42.997198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:43.057414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:43.058205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:43.058290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:43.058324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:43.153464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:43.153634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:43.153675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:43.153703] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:43.157051] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: DOWN (p=46.44%)
[2025-12-12T20:35:43.157371] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-12T20:35:43.157500] [INFO ] [sig       ] XBIL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:43.305819] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XBIL.txt
[2025-12-12T20:35:43.305977] [INFO ] [sig       ] [3540/3596] Completed XBIL in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 19.6s
[2025-12-12T20:35:43.306018] [INFO ] [sig       ] [3541/3596] Forecasting XEL...
[2025-12-12T20:35:43.306046] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-12T20:35:43.306077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-12T20:35:43.317944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-12T20:35:43.318269] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-12T20:35:43.319273] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-12T20:35:43.319326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:43.319359] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:43.319387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:43.319443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:43.380062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:43.381023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:43.381104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:43.381138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:43.507814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:43.507959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:43.507996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:43.508024] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:43.511298] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2025-12-12T20:35:43.511587] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-12T20:35:43.511707] [INFO ] [sig       ] XEL: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:43.652013] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/XEL.txt
[2025-12-12T20:35:43.652142] [INFO ] [sig       ] [3541/3596] Completed XEL in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 19.3s
[2025-12-12T20:35:43.652180] [INFO ] [sig       ] [3542/3596] Forecasting XENE...
[2025-12-12T20:35:43.652208] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-12T20:35:43.652238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-12T20:35:43.663812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-12T20:35:43.664166] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-12T20:35:43.664996] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-12T20:35:43.665047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:43.665105] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:43.665133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:43.665188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:43.723718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:43.724552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:43.724653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:43.724686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:43.845347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:43.845498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:43.845537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:43.845564] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:43.848853] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-12T20:35:43.849127] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-12T20:35:43.849244] [INFO ] [sig       ] XENE: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:43.986658] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XENE.txt
[2025-12-12T20:35:43.986798] [INFO ] [sig       ] [3542/3596] Completed XENE in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 18.9s
[2025-12-12T20:35:43.986835] [INFO ] [sig       ] [3543/3596] Forecasting XERS...
[2025-12-12T20:35:43.986864] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-12T20:35:43.986893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-12T20:35:44.000033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-12T20:35:44.000330] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-12T20:35:44.001109] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-12T20:35:44.001160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:44.001191] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:44.001217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:44.001273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:44.060660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:44.061253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:44.061326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:44.061357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:44.181145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:44.181270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:44.181310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:44.181337] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:44.184561] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-12-12T20:35:44.184847] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-12T20:35:44.184978] [INFO ] [sig       ] XERS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:44.324750] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XERS.txt
[2025-12-12T20:35:44.324885] [INFO ] [sig       ] [3543/3596] Completed XERS in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 18.6s
[2025-12-12T20:35:44.324922] [INFO ] [sig       ] [3544/3596] Forecasting XGN...
[2025-12-12T20:35:44.324953] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-12T20:35:44.324986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-12T20:35:44.336593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-12T20:35:44.336893] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-12T20:35:44.337679] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-12T20:35:44.337730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:44.337762] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:44.337788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:44.337849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:44.403990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:44.404804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:44.404888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:44.404920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:44.526751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:44.526900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:44.526938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:44.526966] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:44.530646] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-12T20:35:44.530922] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-12T20:35:44.531235] [INFO ] [sig       ] XGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:44.673218] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/XGN.txt
[2025-12-12T20:35:44.673347] [INFO ] [sig       ] [3544/3596] Completed XGN in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 18.2s
[2025-12-12T20:35:44.673384] [INFO ] [sig       ] [3545/3596] Forecasting XOM...
[2025-12-12T20:35:44.673419] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-12T20:35:44.673451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-12T20:35:44.685278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-12T20:35:44.685553] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-12T20:35:44.686348] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-12T20:35:44.686398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:44.686428] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:44.686453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:44.686512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:44.745307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:44.745955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:44.746040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:44.746071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:44.867490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:44.867644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:44.867683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:44.867740] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:44.871067] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-12-12T20:35:44.871352] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-12T20:35:44.871475] [INFO ] [sig       ] XOM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:45.013201] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/XOM.txt
[2025-12-12T20:35:45.013329] [INFO ] [sig       ] [3545/3596] Completed XOM in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 17.9s
[2025-12-12T20:35:45.013367] [INFO ] [sig       ] [3546/3596] Forecasting XOMA...
[2025-12-12T20:35:45.013395] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-12T20:35:45.013425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-12T20:35:45.024635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-12T20:35:45.024924] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-12T20:35:45.025721] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-12T20:35:45.025773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:45.025804] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:45.025830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:45.025885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:45.085869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:45.086479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:45.086553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:45.086605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:45.215403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:45.215599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:45.215648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:45.215678] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:45.219222] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-12T20:35:45.219503] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-12T20:35:45.219643] [INFO ] [sig       ] XOMA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:45.367255] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XOMA.txt
[2025-12-12T20:35:45.367412] [INFO ] [sig       ] [3546/3596] Completed XOMA in 0.4s | 2.86 sym/s | Total: 20.7m | ETA: 17.5s
[2025-12-12T20:35:45.367451] [INFO ] [sig       ] [3547/3596] Forecasting XOS...
[2025-12-12T20:35:45.367480] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-12T20:35:45.367511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-12T20:35:45.378989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-12T20:35:45.379284] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-12T20:35:45.380088] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-12T20:35:45.380140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:45.380170] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:45.380195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:45.380250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:45.437500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:45.438121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:45.438194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:45.438224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:45.558161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:45.558292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:45.558330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:45.558358] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:45.561734] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-12T20:35:45.562063] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-12T20:35:45.562194] [INFO ] [sig       ] XOS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:45.702259] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XOS.txt
[2025-12-12T20:35:45.702391] [INFO ] [sig       ] [3547/3596] Completed XOS in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 17.2s
[2025-12-12T20:35:45.702429] [INFO ] [sig       ] [3548/3596] Forecasting XP...
[2025-12-12T20:35:45.702458] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-12T20:35:45.702488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-12T20:35:45.714471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-12T20:35:45.714800] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-12T20:35:45.715563] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-12T20:35:45.715633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:45.715663] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:45.715688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:45.715742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:45.773677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:45.774314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:45.774390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:45.774421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:45.904007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:45.904359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:45.904399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:45.904427] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:45.908065] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2025-12-12T20:35:45.908346] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-12T20:35:45.908471] [INFO ] [sig       ] XP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:46.071079] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XP.txt
[2025-12-12T20:35:46.071230] [INFO ] [sig       ] [3548/3596] Completed XP in 0.4s | 2.86 sym/s | Total: 20.7m | ETA: 16.8s
[2025-12-12T20:35:46.071268] [INFO ] [sig       ] [3549/3596] Forecasting XPEL...
[2025-12-12T20:35:46.071297] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-12T20:35:46.071327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-12T20:35:46.083613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-12T20:35:46.083943] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-12T20:35:46.084774] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-12T20:35:46.084827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:46.084858] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:46.084884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:46.084945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:46.146737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:46.147442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:46.147517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:46.147548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:46.266748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:46.266908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:46.266947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:46.266974] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:46.270299] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-12T20:35:46.270593] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-12T20:35:46.270719] [INFO ] [sig       ] XPEL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:46.412253] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XPEL.txt
[2025-12-12T20:35:46.412394] [INFO ] [sig       ] [3549/3596] Completed XPEL in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 16.5s
[2025-12-12T20:35:46.412433] [INFO ] [sig       ] [3550/3596] Forecasting XPO...
[2025-12-12T20:35:46.412463] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-12T20:35:46.412493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-12T20:35:46.425052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-12T20:35:46.425611] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-12T20:35:46.426404] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-12T20:35:46.426457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:46.426489] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:46.426516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:46.426591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:46.484020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:46.485000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:46.485077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:46.485108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:46.607125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:46.607273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:46.607312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:46.607340] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:46.612057] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-12T20:35:46.612343] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-12T20:35:46.612469] [INFO ] [sig       ] XPO: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:46.752540] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/XPO.txt
[2025-12-12T20:35:46.752704] [INFO ] [sig       ] [3550/3596] Completed XPO in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 16.1s
[2025-12-12T20:35:46.752743] [INFO ] [sig       ] [3551/3596] Forecasting XPOF...
[2025-12-12T20:35:46.752770] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-12T20:35:46.752800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-12T20:35:46.765551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-12T20:35:46.765902] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-12T20:35:46.766770] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-12T20:35:46.766823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:46.766868] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:46.766896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:46.766953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:46.833730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:46.834553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:46.834652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:46.834686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:46.967628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:46.967779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:46.967821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:46.967850] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:46.972173] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-12T20:35:46.972463] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-12T20:35:46.972606] [INFO ] [sig       ] XPOF: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:47.130453] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/XPOF.txt
[2025-12-12T20:35:47.130652] [INFO ] [sig       ] [3551/3596] Completed XPOF in 0.4s | 2.86 sym/s | Total: 20.7m | ETA: 15.8s
[2025-12-12T20:35:47.130705] [INFO ] [sig       ] [3552/3596] Forecasting XPON...
[2025-12-12T20:35:47.130737] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-12T20:35:47.130769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-12T20:35:47.144092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-12T20:35:47.144688] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-12T20:35:47.145771] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-12T20:35:47.145832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:47.145868] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:47.145903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:47.145981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:47.213914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:47.214974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:47.215125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:47.215170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:47.347864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:47.348014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:47.348057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:47.348097] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:47.351737] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-12-12T20:35:47.352065] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-12T20:35:47.352198] [INFO ] [sig       ] XPON: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:47.519165] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XPON.txt
[2025-12-12T20:35:47.519339] [INFO ] [sig       ] [3552/3596] Completed XPON in 0.4s | 2.86 sym/s | Total: 20.7m | ETA: 15.4s
[2025-12-12T20:35:47.519380] [INFO ] [sig       ] [3553/3596] Forecasting XPRO...
[2025-12-12T20:35:47.519412] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-12T20:35:47.519443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-12T20:35:47.532532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-12T20:35:47.532923] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-12T20:35:47.533753] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-12T20:35:47.533808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:47.533842] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:47.533870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:47.533927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:47.602660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:47.603515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:47.603617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:47.603655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:47.730945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:47.731105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:47.731146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:47.731174] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:47.734975] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-12T20:35:47.735252] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-12T20:35:47.735374] [INFO ] [sig       ] XPRO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:47.879626] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XPRO.txt
[2025-12-12T20:35:47.879808] [INFO ] [sig       ] [3553/3596] Completed XPRO in 0.4s | 2.86 sym/s | Total: 20.7m | ETA: 15.1s
[2025-12-12T20:35:47.879849] [INFO ] [sig       ] [3554/3596] Forecasting XRAY...
[2025-12-12T20:35:47.879884] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-12T20:35:47.879947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-12T20:35:47.892867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-12T20:35:47.893151] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-12T20:35:47.893943] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-12T20:35:47.893996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:47.894028] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:47.894055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:47.894122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:47.955199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:47.955824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:47.955901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:47.955933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:48.076717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:48.076870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:48.076909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:48.076937] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:48.080276] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-12-12T20:35:48.080554] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-12T20:35:48.080698] [INFO ] [sig       ] XRAY: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:48.228508] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XRAY.txt
[2025-12-12T20:35:48.228665] [INFO ] [sig       ] [3554/3596] Completed XRAY in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 14.7s
[2025-12-12T20:35:48.228712] [INFO ] [sig       ] [3555/3596] Forecasting XRX...
[2025-12-12T20:35:48.228741] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-12T20:35:48.228770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-12T20:35:48.240854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-12T20:35:48.241154] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-12T20:35:48.242070] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-12T20:35:48.242316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:48.242346] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:48.242372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:48.242427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:48.301602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:48.302471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:48.302549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:48.302599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:48.426745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:48.426903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:48.426943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:48.426972] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:48.430391] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-12-12T20:35:48.430684] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-12T20:35:48.430805] [INFO ] [sig       ] XRX: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:48.576772] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/XRX.txt
[2025-12-12T20:35:48.576915] [INFO ] [sig       ] [3555/3596] Completed XRX in 0.3s | 2.86 sym/s | Total: 20.7m | ETA: 14.4s
[2025-12-12T20:35:48.576955] [INFO ] [sig       ] [3556/3596] Forecasting XTIA...
[2025-12-12T20:35:48.576988] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-12T20:35:48.577018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-12T20:35:48.589824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-12T20:35:48.590155] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-12T20:35:48.591012] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-12T20:35:48.591067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:48.591100] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:48.591127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:48.591183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:48.652462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:48.653373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:48.653459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:48.653492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:48.784997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:48.785157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:48.785198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:48.785228] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:48.788866] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-12T20:35:48.789148] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-12T20:35:48.789344] [INFO ] [sig       ] XTIA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:48.941182] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XTIA.txt
[2025-12-12T20:35:48.941344] [INFO ] [sig       ] [3556/3596] Completed XTIA in 0.4s | 2.86 sym/s | Total: 20.8m | ETA: 14.0s
[2025-12-12T20:35:48.941384] [INFO ] [sig       ] [3557/3596] Forecasting XTKG...
[2025-12-12T20:35:48.941429] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-12T20:35:48.941490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-12T20:35:48.955118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-12T20:35:48.955662] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-12T20:35:48.956415] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-12T20:35:48.956465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:48.956495] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:48.956522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:48.956604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:49.018679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:49.019488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:49.019564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:49.019616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:49.150157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:49.150307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:49.150344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:49.150372] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:49.154022] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=30.31%)
[2025-12-12T20:35:49.154293] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-12T20:35:49.154411] [INFO ] [sig       ] XTKG: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:49.293728] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XTKG.txt
[2025-12-12T20:35:49.293846] [INFO ] [sig       ] [3557/3596] Completed XTKG in 0.4s | 2.86 sym/s | Total: 20.8m | ETA: 13.7s
[2025-12-12T20:35:49.293884] [INFO ] [sig       ] [3558/3596] Forecasting XYF...
[2025-12-12T20:35:49.293913] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-12T20:35:49.293943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-12T20:35:49.305448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-12T20:35:49.305751] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-12T20:35:49.306489] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-12T20:35:49.306539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:49.306588] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:49.306617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:49.306672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:49.368059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:49.368715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:49.368792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:49.368824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:49.486653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:49.486783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:49.486836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:49.486865] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:49.490499] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-12T20:35:49.490783] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-12T20:35:49.490901] [INFO ] [sig       ] XYF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:49.630525] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XYF.txt
[2025-12-12T20:35:49.630668] [INFO ] [sig       ] [3558/3596] Completed XYF in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 13.3s
[2025-12-12T20:35:49.630707] [INFO ] [sig       ] [3559/3596] Forecasting XYL...
[2025-12-12T20:35:49.630735] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-12T20:35:49.630765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-12T20:35:49.641937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-12T20:35:49.642207] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-12T20:35:49.643019] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-12T20:35:49.643070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:49.643127] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:49.643156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:49.643214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:49.700694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:49.701363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:49.701437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:49.701468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:49.820177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:49.820305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:49.820342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:49.820373] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:49.823643] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-12-12T20:35:49.823913] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-12T20:35:49.824046] [INFO ] [sig       ] XYL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:49.964766] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/XYL.txt
[2025-12-12T20:35:49.964890] [INFO ] [sig       ] [3559/3596] Completed XYL in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 13.0s
[2025-12-12T20:35:49.964928] [INFO ] [sig       ] [3560/3596] Forecasting YALA...
[2025-12-12T20:35:49.964956] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-12T20:35:49.964984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-12T20:35:49.977682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-12T20:35:49.978119] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-12T20:35:49.979156] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-12T20:35:49.979219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:49.979450] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:49.979489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:49.979569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:50.045628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:50.046492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:50.046611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:50.046648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:50.183757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:50.183905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:50.183946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:50.183981] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:50.187490] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-12T20:35:50.187787] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-12T20:35:50.187909] [INFO ] [sig       ] YALA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:50.328436] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/YALA.txt
[2025-12-12T20:35:50.328556] [INFO ] [sig       ] [3560/3596] Completed YALA in 0.4s | 2.86 sym/s | Total: 20.8m | ETA: 12.6s
[2025-12-12T20:35:50.328612] [INFO ] [sig       ] [3561/3596] Forecasting YELP...
[2025-12-12T20:35:50.328641] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-12T20:35:50.328671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-12T20:35:50.339605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-12T20:35:50.339927] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-12T20:35:50.340747] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-12T20:35:50.340799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:50.340832] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:50.340859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:50.340916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:50.400021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:50.400806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:50.400881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:50.400912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:50.525690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:50.525823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:50.525860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:50.525886] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:50.529559] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2025-12-12T20:35:50.529844] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-12T20:35:50.529979] [INFO ] [sig       ] YELP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:50.668110] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/YELP.txt
[2025-12-12T20:35:50.668237] [INFO ] [sig       ] [3561/3596] Completed YELP in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 12.3s
[2025-12-12T20:35:50.668274] [INFO ] [sig       ] [3562/3596] Forecasting YETI...
[2025-12-12T20:35:50.668303] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-12T20:35:50.668332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-12T20:35:50.681916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-12T20:35:50.682479] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-12T20:35:50.683451] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-12T20:35:50.683509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:50.683804] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:50.683955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:50.684063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:50.746335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:50.747756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:50.747857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:50.747889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:50.874057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:50.874258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:50.874301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:50.874370] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:50.877945] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-12T20:35:50.878271] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-12T20:35:50.878400] [INFO ] [sig       ] YETI: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:51.018631] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/YETI.txt
[2025-12-12T20:35:51.018787] [INFO ] [sig       ] [3562/3596] Completed YETI in 0.4s | 2.86 sym/s | Total: 20.8m | ETA: 11.9s
[2025-12-12T20:35:51.018825] [INFO ] [sig       ] [3563/3596] Forecasting YMM...
[2025-12-12T20:35:51.018853] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-12T20:35:51.018884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-12T20:35:51.030628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-12T20:35:51.030959] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-12T20:35:51.031762] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-12T20:35:51.031814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:51.031844] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:51.031870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:51.031925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:51.087657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:51.088379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:51.088458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:51.088489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:51.206153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:51.206313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:51.206354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:51.206381] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:51.209737] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2025-12-12T20:35:51.210047] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-12T20:35:51.210169] [INFO ] [sig       ] YMM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:51.346536] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/YMM.txt
[2025-12-12T20:35:51.346724] [INFO ] [sig       ] [3563/3596] Completed YMM in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 11.6s
[2025-12-12T20:35:51.346763] [INFO ] [sig       ] [3564/3596] Forecasting YPF...
[2025-12-12T20:35:51.346794] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-12T20:35:51.346822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-12T20:35:51.358806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-12T20:35:51.359165] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-12T20:35:51.360071] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-12T20:35:51.360125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:51.360157] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:51.360182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:51.360239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:51.418171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:51.419032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:51.419114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:51.419147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:51.543812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:51.543961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:51.544009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:51.544045] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:51.547330] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-12T20:35:51.547610] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-12T20:35:51.547730] [INFO ] [sig       ] YPF: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:51.690986] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/YPF.txt
[2025-12-12T20:35:51.691139] [INFO ] [sig       ] [3564/3596] Completed YPF in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 11.2s
[2025-12-12T20:35:51.691185] [INFO ] [sig       ] [3565/3596] Forecasting YQQQ...
[2025-12-12T20:35:51.691220] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-12T20:35:51.691251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-12T20:35:51.702082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-12T20:35:51.702375] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-12T20:35:51.703140] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-12T20:35:51.703191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:51.703224] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:51.703250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:51.703304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:51.761455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:51.762107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:51.762182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:51.762215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:51.885294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:51.885445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:51.885486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:51.885515] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:51.888866] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-12T20:35:51.889144] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-12T20:35:51.889264] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:52.028146] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/YQQQ.txt
[2025-12-12T20:35:52.028297] [INFO ] [sig       ] [3565/3596] Completed YQQQ in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 10.9s
[2025-12-12T20:35:52.028335] [INFO ] [sig       ] [3566/3596] Forecasting YRD...
[2025-12-12T20:35:52.028390] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-12T20:35:52.028423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-12T20:35:52.039401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-12T20:35:52.039706] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-12T20:35:52.040567] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-12T20:35:52.040639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:52.040672] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:52.040699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:52.040757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:52.105993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:52.107042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:52.107142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:52.107187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:52.235053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:52.235405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:52.235445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:52.235472] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:52.240254] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-12-12T20:35:52.240770] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-12T20:35:52.240944] [INFO ] [sig       ] YRD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:52.380447] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/YRD.txt
[2025-12-12T20:35:52.380595] [INFO ] [sig       ] [3566/3596] Completed YRD in 0.4s | 2.86 sym/s | Total: 20.8m | ETA: 10.5s
[2025-12-12T20:35:52.380635] [INFO ] [sig       ] [3567/3596] Forecasting YSG...
[2025-12-12T20:35:52.380664] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-12T20:35:52.380694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-12T20:35:52.391887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-12T20:35:52.392173] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-12T20:35:52.392959] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-12T20:35:52.393010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:52.393040] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:52.393066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:52.393126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:52.450642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:52.451386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:52.451462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:52.451493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:52.569330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:52.569475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:52.569513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:52.569541] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:52.572928] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-12-12T20:35:52.573209] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-12T20:35:52.573328] [INFO ] [sig       ] YSG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:52.711718] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/YSG.txt
[2025-12-12T20:35:52.711849] [INFO ] [sig       ] [3567/3596] Completed YSG in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 10.2s
[2025-12-12T20:35:52.711886] [INFO ] [sig       ] [3568/3596] Forecasting YTRA...
[2025-12-12T20:35:52.711915] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-12T20:35:52.711945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-12T20:35:52.722742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-12T20:35:52.723016] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-12T20:35:52.723787] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-12T20:35:52.723838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:52.723868] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:52.723894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:52.723949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:52.782267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:52.782944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:52.783019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:52.783050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:52.899634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:52.899788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:52.899826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:52.899855] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:52.903315] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-12T20:35:52.903609] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-12T20:35:52.903732] [INFO ] [sig       ] YTRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:53.042690] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/YTRA.txt
[2025-12-12T20:35:53.042824] [INFO ] [sig       ] [3568/3596] Completed YTRA in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 9.8s
[2025-12-12T20:35:53.042861] [INFO ] [sig       ] [3569/3596] Forecasting YUM...
[2025-12-12T20:35:53.042891] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-12T20:35:53.042920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-12T20:35:53.053935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-12T20:35:53.054227] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-12T20:35:53.054998] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-12T20:35:53.055049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:53.055080] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:53.055108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:53.055162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:53.111654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:53.112250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:53.112350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:53.112382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:53.226194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:53.226343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:53.226383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:53.226427] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:53.229732] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=39.37%)
[2025-12-12T20:35:53.230024] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-12T20:35:53.230150] [INFO ] [sig       ] YUM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:53.368232] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/YUM.txt
[2025-12-12T20:35:53.368362] [INFO ] [sig       ] [3569/3596] Completed YUM in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 9.5s
[2025-12-12T20:35:53.368400] [INFO ] [sig       ] [3570/3596] Forecasting YUMC...
[2025-12-12T20:35:53.368429] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-12T20:35:53.368459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-12T20:35:53.380263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-12T20:35:53.380551] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-12T20:35:53.381367] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-12T20:35:53.381420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:53.381452] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:53.381479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:53.381538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:53.441901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:53.442763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:53.442841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:53.442884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:53.561308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:53.561452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:53.561492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:53.561520] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:53.564867] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-12T20:35:53.565165] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-12T20:35:53.565302] [INFO ] [sig       ] YUMC: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:53.708970] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/YUMC.txt
[2025-12-12T20:35:53.709115] [INFO ] [sig       ] [3570/3596] Completed YUMC in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 9.1s
[2025-12-12T20:35:53.709160] [INFO ] [sig       ] [3571/3596] Forecasting Z...
[2025-12-12T20:35:53.709196] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-12T20:35:53.709231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-12T20:35:53.720914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-12T20:35:53.721207] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-12T20:35:53.722160] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-12T20:35:53.722221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:53.722251] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:53.722277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:53.722333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:53.782051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:53.782786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:53.782870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:53.782906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:53.911752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:53.911911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:53.911951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:53.911981] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:53.915459] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-12T20:35:53.915758] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-12T20:35:53.915884] [INFO ] [sig       ] Z: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:54.056501] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/Z.txt
[2025-12-12T20:35:54.056678] [INFO ] [sig       ] [3571/3596] Completed Z in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 8.8s
[2025-12-12T20:35:54.056717] [INFO ] [sig       ] [3572/3596] Forecasting ZBH...
[2025-12-12T20:35:54.056748] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-12T20:35:54.056778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-12T20:35:54.070691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-12T20:35:54.071086] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-12T20:35:54.071925] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-12T20:35:54.071977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:54.072008] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:54.072035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:54.072098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:54.133375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:54.134024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:54.134110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:54.134149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:54.258104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:54.258259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:54.258299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:54.258328] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:54.261768] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-12T20:35:54.262049] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-12T20:35:54.262195] [INFO ] [sig       ] ZBH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:54.407665] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZBH.txt
[2025-12-12T20:35:54.407842] [INFO ] [sig       ] [3572/3596] Completed ZBH in 0.4s | 2.86 sym/s | Total: 20.8m | ETA: 8.4s
[2025-12-12T20:35:54.407906] [INFO ] [sig       ] [3573/3596] Forecasting ZBIO...
[2025-12-12T20:35:54.407948] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-12T20:35:54.407989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-12T20:35:54.419882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-12T20:35:54.420191] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-12T20:35:54.421114] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-12T20:35:54.421178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:54.421217] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:54.421251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:54.421325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:54.481849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:54.482588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:54.482667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:54.482700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:54.605800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:54.605945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:54.605983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:54.606012] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:54.609393] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-12T20:35:54.609694] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-12T20:35:54.609817] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:54.750342] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZBIO.txt
[2025-12-12T20:35:54.750476] [INFO ] [sig       ] [3573/3596] Completed ZBIO in 0.3s | 2.86 sym/s | Total: 20.8m | ETA: 8.1s
[2025-12-12T20:35:54.750514] [INFO ] [sig       ] [3574/3596] Forecasting ZBRA...
[2025-12-12T20:35:54.750543] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-12T20:35:54.750589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-12T20:35:54.761747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-12T20:35:54.762053] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-12T20:35:54.762897] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-12T20:35:54.762948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:54.762981] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:54.763008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:54.763065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:54.822787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:54.823686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:54.823765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:54.823797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:54.943548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:54.943722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:54.943761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:54.943788] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:54.947314] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-12T20:35:54.947630] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-12T20:35:54.947758] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:55.091763] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZBRA.txt
[2025-12-12T20:35:55.091903] [INFO ] [sig       ] [3574/3596] Completed ZBRA in 0.3s | 2.86 sym/s | Total: 20.9m | ETA: 7.7s
[2025-12-12T20:35:55.091943] [INFO ] [sig       ] [3575/3596] Forecasting ZD...
[2025-12-12T20:35:55.091973] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-12T20:35:55.092004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-12T20:35:55.103391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-12T20:35:55.103738] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-12T20:35:55.104533] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-12T20:35:55.104646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:55.104703] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:55.104735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:55.104792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:55.168309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:55.169001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:55.169081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:55.169120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:55.289018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:55.289181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:55.289227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:55.289262] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:55.292768] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-12T20:35:55.293051] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-12T20:35:55.293175] [INFO ] [sig       ] ZD: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:55.458541] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZD.txt
[2025-12-12T20:35:55.458718] [INFO ] [sig       ] [3575/3596] Completed ZD in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 7.4s
[2025-12-12T20:35:55.458758] [INFO ] [sig       ] [3576/3596] Forecasting ZEPP...
[2025-12-12T20:35:55.458788] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-12T20:35:55.458817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-12T20:35:55.471886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-12T20:35:55.472320] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-12T20:35:55.473657] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-12T20:35:55.473717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:55.473782] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:55.473814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:55.473883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:55.537382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:55.538247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:55.538328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:55.538361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:55.648805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:55.648949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:55.648986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:55.649014] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:55.652465] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-12T20:35:55.652766] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-12T20:35:55.652892] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:55.795719] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZEPP.txt
[2025-12-12T20:35:55.795851] [INFO ] [sig       ] [3576/3596] Completed ZEPP in 0.3s | 2.86 sym/s | Total: 20.9m | ETA: 7.0s
[2025-12-12T20:35:55.795889] [INFO ] [sig       ] [3577/3596] Forecasting ZETA...
[2025-12-12T20:35:55.795918] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-12T20:35:55.795947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-12T20:35:55.807052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-12T20:35:55.807328] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-12T20:35:55.808104] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-12T20:35:55.808154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:55.808185] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:55.808211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:55.808265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:55.867960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:55.868798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:55.868874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:55.868907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:55.993678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:55.993815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:55.993853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:55.993881] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:55.997487] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-12T20:35:55.997775] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-12T20:35:55.997893] [INFO ] [sig       ] ZETA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:56.143662] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZETA.txt
[2025-12-12T20:35:56.143821] [INFO ] [sig       ] [3577/3596] Completed ZETA in 0.3s | 2.86 sym/s | Total: 20.9m | ETA: 6.7s
[2025-12-12T20:35:56.143878] [INFO ] [sig       ] [3578/3596] Forecasting ZEUS...
[2025-12-12T20:35:56.143909] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-12T20:35:56.143938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-12T20:35:56.155471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-12T20:35:56.155755] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-12T20:35:56.156710] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-12T20:35:56.156761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:56.156792] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:56.156818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:56.156872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:56.216375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:56.216996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:56.217073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:56.217105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:56.342042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:56.342209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:56.342254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:56.342282] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:56.345740] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=82.64%)
[2025-12-12T20:35:56.346009] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-12T20:35:56.346125] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:56.490840] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZEUS.txt
[2025-12-12T20:35:56.490998] [INFO ] [sig       ] [3578/3596] Completed ZEUS in 0.3s | 2.86 sym/s | Total: 20.9m | ETA: 6.3s
[2025-12-12T20:35:56.491038] [INFO ] [sig       ] [3579/3596] Forecasting ZG...
[2025-12-12T20:35:56.491068] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-12T20:35:56.491133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-12T20:35:56.503512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-12T20:35:56.503805] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-12T20:35:56.504616] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-12T20:35:56.504673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:56.504706] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:56.504732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:56.504787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:56.564090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:56.564754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:56.564842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:56.564874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:56.684562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:56.684714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:56.684750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:56.684808] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:56.689515] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=83.56%)
[2025-12-12T20:35:56.689822] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-12T20:35:56.689973] [INFO ] [sig       ] ZG: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:56.830252] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZG.txt
[2025-12-12T20:35:56.830381] [INFO ] [sig       ] [3579/3596] Completed ZG in 0.3s | 2.86 sym/s | Total: 20.9m | ETA: 6.0s
[2025-12-12T20:35:56.830418] [INFO ] [sig       ] [3580/3596] Forecasting ZGN...
[2025-12-12T20:35:56.830446] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-12T20:35:56.830477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-12T20:35:56.842485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-12T20:35:56.842780] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-12T20:35:56.843523] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-12T20:35:56.843589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:56.843622] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:56.843648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:56.843703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:56.903497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:56.904183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:56.904263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:56.904295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:57.025520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:57.025696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:57.025735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:57.025763] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:57.029183] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-12T20:35:57.029493] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-12T20:35:57.029637] [INFO ] [sig       ] ZGN: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:57.212480] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZGN.txt
[2025-12-12T20:35:57.212727] [INFO ] [sig       ] [3580/3596] Completed ZGN in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 5.6s
[2025-12-12T20:35:57.212793] [INFO ] [sig       ] [3581/3596] Forecasting ZH...
[2025-12-12T20:35:57.212846] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-12T20:35:57.212901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-12T20:35:57.230526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-12T20:35:57.231271] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-12T20:35:57.232791] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-12T20:35:57.232883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:57.232924] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:57.232955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:57.233033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:57.309671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:57.311665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:57.311881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:57.311946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:57.450920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:57.451117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:57.451165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:57.451204] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:57.456245] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-12T20:35:57.456809] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-12T20:35:57.457020] [INFO ] [sig       ] ZH: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:57.637136] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZH.txt
[2025-12-12T20:35:57.637373] [INFO ] [sig       ] [3581/3596] Completed ZH in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 5.3s
[2025-12-12T20:35:57.637441] [INFO ] [sig       ] [3582/3596] Forecasting ZIM...
[2025-12-12T20:35:57.637494] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-12T20:35:57.637546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-12T20:35:57.659300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-12T20:35:57.659828] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-12T20:35:57.666510] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-12T20:35:57.666691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:57.666746] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:57.666794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:57.666889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:57.754482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:57.755677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:57.755788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:57.755825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:57.928740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:57.928945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:57.929026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:57.929074] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:57.934908] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-12-12T20:35:57.935476] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-12T20:35:57.935708] [INFO ] [sig       ] ZIM: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:58.165597] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZIM.txt
[2025-12-12T20:35:58.165836] [INFO ] [sig       ] [3582/3596] Completed ZIM in 0.5s | 2.86 sym/s | Total: 20.9m | ETA: 4.9s
[2025-12-12T20:35:58.165902] [INFO ] [sig       ] [3583/3596] Forecasting ZION...
[2025-12-12T20:35:58.165953] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-12T20:35:58.166003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-12T20:35:58.182083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-12T20:35:58.182616] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-12T20:35:58.183859] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-12T20:35:58.183928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:58.183978] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:58.184026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:58.184118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:58.257282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:58.258247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:58.258339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:58.258372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:58.408103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:58.408280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:58.408344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:58.408395] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:58.412288] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-12T20:35:58.412614] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-12T20:35:58.412753] [INFO ] [sig       ] ZION: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:58.571714] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZION.txt
[2025-12-12T20:35:58.571884] [INFO ] [sig       ] [3583/3596] Completed ZION in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 4.6s
[2025-12-12T20:35:58.571926] [INFO ] [sig       ] [3584/3596] Forecasting ZIP...
[2025-12-12T20:35:58.571957] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-12T20:35:58.571989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-12T20:35:58.584723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-12T20:35:58.585027] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-12T20:35:58.585849] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-12T20:35:58.585904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:58.585938] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:58.585966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:58.586033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:58.650143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:58.650913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:58.651012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:58.651048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:58.784086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:58.784240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:58.784282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:58.784311] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:58.788042] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-12T20:35:58.788395] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-12T20:35:58.788558] [INFO ] [sig       ] ZIP: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:58.941295] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZIP.txt
[2025-12-12T20:35:58.941449] [INFO ] [sig       ] [3584/3596] Completed ZIP in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 4.2s
[2025-12-12T20:35:58.941503] [INFO ] [sig       ] [3585/3596] Forecasting ZLAB...
[2025-12-12T20:35:58.941549] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-12T20:35:58.941617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-12T20:35:58.953533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-12T20:35:58.953855] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-12T20:35:58.954790] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-12T20:35:58.954852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:58.954894] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:58.954926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:58.954987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:59.016623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:59.017484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:59.017566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:59.017622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:59.151928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:59.152079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:59.152120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:59.152148] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:59.155663] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=26.40%)
[2025-12-12T20:35:59.155961] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-12T20:35:59.156102] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:59.310913] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZLAB.txt
[2025-12-12T20:35:59.311065] [INFO ] [sig       ] [3585/3596] Completed ZLAB in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 3.9s
[2025-12-12T20:35:59.311113] [INFO ] [sig       ] [3586/3596] Forecasting ZM...
[2025-12-12T20:35:59.311147] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-12T20:35:59.311183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-12T20:35:59.323260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-12T20:35:59.323633] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-12T20:35:59.324432] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-12T20:35:59.324484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:59.324529] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:59.324559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:59.324637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:59.387211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:59.388023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:59.388136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:59.388172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:59.512665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:59.512829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:59.512870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:59.512900] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:59.516347] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-12T20:35:59.516661] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-12T20:35:59.516788] [INFO ] [sig       ] ZM: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:35:59.656487] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZM.txt
[2025-12-12T20:35:59.656660] [INFO ] [sig       ] [3586/3596] Completed ZM in 0.3s | 2.86 sym/s | Total: 20.9m | ETA: 3.5s
[2025-12-12T20:35:59.656701] [INFO ] [sig       ] [3587/3596] Forecasting ZNTL...
[2025-12-12T20:35:59.656732] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-12T20:35:59.656761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-12T20:35:59.668521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-12T20:35:59.668888] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-12T20:35:59.669776] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-12T20:35:59.669829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:35:59.669863] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:35:59.669890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:35:59.669979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:35:59.729368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:35:59.730282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:35:59.730369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:35:59.730403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:35:59.850768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:35:59.850917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:35:59.850957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:35:59.850984] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:35:59.854277] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-12T20:35:59.854549] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-12T20:35:59.854689] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:35:59.991551] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZNTL.txt
[2025-12-12T20:35:59.991770] [INFO ] [sig       ] [3587/3596] Completed ZNTL in 0.3s | 2.86 sym/s | Total: 20.9m | ETA: 3.2s
[2025-12-12T20:35:59.991811] [INFO ] [sig       ] [3588/3596] Forecasting ZS...
[2025-12-12T20:35:59.991841] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-12T20:35:59.991871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-12T20:36:00.003699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-12T20:36:00.004105] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-12T20:36:00.004933] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-12T20:36:00.004985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:00.005017] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:00.005044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:00.005099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:00.062853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:00.063783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:00.063874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:00.063907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:00.192950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:00.193122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:00.193164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:00.193194] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:00.196911] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-12T20:36:00.197220] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-12T20:36:00.197356] [INFO ] [sig       ] ZS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:36:00.347375] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZS.txt
[2025-12-12T20:36:00.347536] [INFO ] [sig       ] [3588/3596] Completed ZS in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 2.8s
[2025-12-12T20:36:00.347607] [INFO ] [sig       ] [3589/3596] Forecasting ZTO...
[2025-12-12T20:36:00.347643] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-12T20:36:00.347676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-12T20:36:00.360169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-12T20:36:00.360627] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-12T20:36:00.361455] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-12T20:36:00.361509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:00.361543] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:00.361591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:00.361652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:00.422849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:00.423667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:00.423751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:00.423784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:00.548417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:00.548533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:00.548594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:00.548640] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:00.552285] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=38.84%)
[2025-12-12T20:36:00.552647] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-12T20:36:00.552785] [INFO ] [sig       ] ZTO: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:36:00.707377] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZTO.txt
[2025-12-12T20:36:00.707890] [INFO ] [sig       ] [3589/3596] Completed ZTO in 0.4s | 2.86 sym/s | Total: 20.9m | ETA: 2.5s
[2025-12-12T20:36:00.707942] [INFO ] [sig       ] [3590/3596] Forecasting ZTS...
[2025-12-12T20:36:00.707978] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-12T20:36:00.708029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-12T20:36:00.724520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-12T20:36:00.724954] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-12T20:36:00.725832] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-12T20:36:00.725886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:00.725919] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:00.725948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:00.726005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:00.785756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:00.786600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:00.786678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:00.786710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:00.906259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:00.906417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:00.906456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:00.906484] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:00.909853] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=67.17%)
[2025-12-12T20:36:00.910150] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-12T20:36:00.910289] [INFO ] [sig       ] ZTS: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:36:01.049214] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZTS.txt
[2025-12-12T20:36:01.049353] [INFO ] [sig       ] [3590/3596] Completed ZTS in 0.3s | 2.86 sym/s | Total: 21.0m | ETA: 2.1s
[2025-12-12T20:36:01.049391] [INFO ] [sig       ] [3591/3596] Forecasting ZUMZ...
[2025-12-12T20:36:01.049419] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-12T20:36:01.049449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-12T20:36:01.067056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-12T20:36:01.067323] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-12T20:36:01.068077] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-12T20:36:01.068129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:01.068160] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:01.068186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:01.068243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:01.123991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:01.124736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:01.124813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:01.124844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:01.246165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:01.246261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:01.246297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:01.246325] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:01.249560] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-12-12T20:36:01.249845] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-12T20:36:01.249979] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:36:01.396713] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZUMZ.txt
[2025-12-12T20:36:01.396877] [INFO ] [sig       ] [3591/3596] Completed ZUMZ in 0.3s | 2.86 sym/s | Total: 21.0m | ETA: 1.8s
[2025-12-12T20:36:01.396917] [INFO ] [sig       ] [3592/3596] Forecasting ZURA...
[2025-12-12T20:36:01.396947] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-12T20:36:01.396976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-12T20:36:01.409679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-12T20:36:01.409972] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-12T20:36:01.410752] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-12T20:36:01.410814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:01.410853] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:01.410886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:01.410953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:01.467803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:01.468419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:01.468498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:01.468529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:01.595405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:01.595818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:01.595858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:01.595886] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:01.599647] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-12T20:36:01.599948] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-12T20:36:01.600073] [INFO ] [sig       ] ZURA: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:36:01.742518] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZURA.txt
[2025-12-12T20:36:01.742676] [INFO ] [sig       ] [3592/3596] Completed ZURA in 0.3s | 2.86 sym/s | Total: 21.0m | ETA: 1.4s
[2025-12-12T20:36:01.742716] [INFO ] [sig       ] [3593/3596] Forecasting ZVIA...
[2025-12-12T20:36:01.742746] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-12T20:36:01.742776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-12T20:36:01.753892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-12T20:36:01.754188] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-12T20:36:01.755019] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-12T20:36:01.755073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:01.755131] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:01.755160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:01.755221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:01.814394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:01.815060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:01.815140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:01.815173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:01.942353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:01.942508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:01.942763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:01.942806] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:01.946504] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-12T20:36:01.946786] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-12T20:36:01.946905] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:36:02.090253] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZVIA.txt
[2025-12-12T20:36:02.090422] [INFO ] [sig       ] [3593/3596] Completed ZVIA in 0.3s | 2.86 sym/s | Total: 21.0m | ETA: 1.1s
[2025-12-12T20:36:02.090461] [INFO ] [sig       ] [3594/3596] Forecasting ZVRA...
[2025-12-12T20:36:02.090491] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-12T20:36:02.090520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-12T20:36:02.102025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-12T20:36:02.102390] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-12T20:36:02.103268] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-12T20:36:02.103322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:02.103355] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:02.103382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:02.103439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:02.163869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:02.164765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:02.164853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:02.164886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:02.287237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:02.287405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:02.287446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:02.287474] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:02.291038] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-12T20:36:02.291333] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-12T20:36:02.291458] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:36:02.433610] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZVRA.txt
[2025-12-12T20:36:02.433798] [INFO ] [sig       ] [3594/3596] Completed ZVRA in 0.3s | 2.86 sym/s | Total: 21.0m | ETA: 0.7s
[2025-12-12T20:36:02.433840] [INFO ] [sig       ] [3595/3596] Forecasting ZWS...
[2025-12-12T20:36:02.433871] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-12T20:36:02.433902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-12T20:36:02.446074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-12T20:36:02.446461] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-12T20:36:02.447290] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-12T20:36:02.447342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:02.447375] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:02.447402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:02.447459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:02.516146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:02.517147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:02.517231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:02.517264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:02.651335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:02.651496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:02.651538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:02.651566] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:02.655148] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-12-12T20:36:02.655656] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-12T20:36:02.655786] [INFO ] [sig       ] ZWS: Forecast for 2025-12-12: DOWN (sign=0.00)
[2025-12-12T20:36:02.795037] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-15	0 -> ./output/forecasts/individual/2025-12-15/ZWS.txt
[2025-12-12T20:36:02.795181] [INFO ] [sig       ] [3595/3596] Completed ZWS in 0.4s | 2.86 sym/s | Total: 21.0m | ETA: 0.4s
[2025-12-12T20:36:02.795219] [INFO ] [sig       ] [3596/3596] Forecasting ZYME...
[2025-12-12T20:36:02.795248] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-12T20:36:02.795280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-12T20:36:02.807757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-12T20:36:02.808079] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-12T20:36:02.808863] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-12T20:36:02.808913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-12T20:36:02.808943] [DEBUG] [FORECASTER] Starting train method
[2025-12-12T20:36:02.808969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-12T20:36:02.809024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-12T20:36:02.866744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-12T20:36:02.867444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-12T20:36:02.867734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-12T20:36:02.867767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-12T20:36:02.990159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-12T20:36:02.990316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-12T20:36:02.990356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-12T20:36:02.990416] [INFO ] [FORECASTER] Training complete
[2025-12-12T20:36:02.993969] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-12T20:36:02.994247] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-12T20:36:02.994368] [INFO ] [sig       ] ZYME: Forecast for 2025-12-12: UP (sign=1.00)
[2025-12-12T20:36:03.139314] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-15	1 -> ./output/forecasts/individual/2025-12-15/ZYME.txt
[2025-12-12T20:36:03.139482] [INFO ] [sig       ] [3596/3596] Completed ZYME in 0.3s | 2.86 sym/s | Total: 21.0m | ETA: 0.0s
[2025-12-12T20:36:03.139522] [INFO ] [sig       ] ==================================================
[2025-12-12T20:36:03.139552] [INFO ] [sig       ] Forecasts complete: 3596/3596 symbols succeeded
[2025-12-12T20:36:03.139601] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-12T20:36:03.139631] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-12T20:36:03.140023] [INFO ] [sig       ] Found 44 forecast dates to process
[2025-12-12T20:36:03.140065] [INFO ] [sig       ] [1/44] Processing report for 2025-10-10...
[2025-12-12T20:36:03.140101] [INFO ] [sig       ] [1/44] Report for 2025-10-10 already exists, skipping...
[2025-12-12T20:36:03.140131] [INFO ] [sig       ] [2/44] Processing report for 2025-10-13...
[2025-12-12T20:36:03.140166] [INFO ] [sig       ] [2/44] Report for 2025-10-13 already exists, skipping...
[2025-12-12T20:36:03.140193] [INFO ] [sig       ] [3/44] Processing report for 2025-10-14...
[2025-12-12T20:36:03.140234] [INFO ] [sig       ] [3/44] Report for 2025-10-14 already exists, skipping...
[2025-12-12T20:36:03.140261] [INFO ] [sig       ] [4/44] Processing report for 2025-10-15...
[2025-12-12T20:36:03.140291] [INFO ] [sig       ] [4/44] Report for 2025-10-15 already exists, skipping...
[2025-12-12T20:36:03.140316] [INFO ] [sig       ] [5/44] Processing report for 2025-10-16...
[2025-12-12T20:36:03.140346] [INFO ] [sig       ] [5/44] Report for 2025-10-16 already exists, skipping...
[2025-12-12T20:36:03.140371] [INFO ] [sig       ] [6/44] Processing report for 2025-10-17...
[2025-12-12T20:36:03.140400] [INFO ] [sig       ] [6/44] Report for 2025-10-17 already exists, skipping...
[2025-12-12T20:36:03.140424] [INFO ] [sig       ] [7/44] Processing report for 2025-10-20...
[2025-12-12T20:36:03.140453] [INFO ] [sig       ] [7/44] Report for 2025-10-20 already exists, skipping...
[2025-12-12T20:36:03.140476] [INFO ] [sig       ] [8/44] Processing report for 2025-10-21...
[2025-12-12T20:36:03.140506] [INFO ] [sig       ] [8/44] Report for 2025-10-21 already exists, skipping...
[2025-12-12T20:36:03.140530] [INFO ] [sig       ] [9/44] Processing report for 2025-10-22...
[2025-12-12T20:36:03.140559] [INFO ] [sig       ] [9/44] Report for 2025-10-22 already exists, skipping...
[2025-12-12T20:36:03.140601] [INFO ] [sig       ] [10/44] Processing report for 2025-10-23...
[2025-12-12T20:36:03.140633] [INFO ] [sig       ] [10/44] Report for 2025-10-23 already exists, skipping...
[2025-12-12T20:36:03.140658] [INFO ] [sig       ] [11/44] Processing report for 2025-10-24...
[2025-12-12T20:36:03.140687] [INFO ] [sig       ] [11/44] Report for 2025-10-24 already exists, skipping...
[2025-12-12T20:36:03.140712] [INFO ] [sig       ] [12/44] Processing report for 2025-10-27...
[2025-12-12T20:36:03.140742] [INFO ] [sig       ] [12/44] Report for 2025-10-27 already exists, skipping...
[2025-12-12T20:36:03.140766] [INFO ] [sig       ] [13/44] Processing report for 2025-10-28...
[2025-12-12T20:36:03.140795] [INFO ] [sig       ] [13/44] Report for 2025-10-28 already exists, skipping...
[2025-12-12T20:36:03.140818] [INFO ] [sig       ] [14/44] Processing report for 2025-10-30...
[2025-12-12T20:36:03.140849] [INFO ] [sig       ] [14/44] Report for 2025-10-30 already exists, skipping...
[2025-12-12T20:36:03.140873] [INFO ] [sig       ] [15/44] Processing report for 2025-10-31...
[2025-12-12T20:36:03.140902] [INFO ] [sig       ] [15/44] Report for 2025-10-31 already exists, skipping...
[2025-12-12T20:36:03.140927] [INFO ] [sig       ] [16/44] Processing report for 2025-11-03...
[2025-12-12T20:36:03.140955] [INFO ] [sig       ] [16/44] Report for 2025-11-03 already exists, skipping...
[2025-12-12T20:36:03.140979] [INFO ] [sig       ] [17/44] Processing report for 2025-11-04...
[2025-12-12T20:36:03.141008] [INFO ] [sig       ] [17/44] Report for 2025-11-04 already exists, skipping...
[2025-12-12T20:36:03.141032] [INFO ] [sig       ] [18/44] Processing report for 2025-11-05...
[2025-12-12T20:36:03.141062] [INFO ] [sig       ] [18/44] Report for 2025-11-05 already exists, skipping...
[2025-12-12T20:36:03.141086] [INFO ] [sig       ] [19/44] Processing report for 2025-11-06...
[2025-12-12T20:36:03.141115] [INFO ] [sig       ] [19/44] Report for 2025-11-06 already exists, skipping...
[2025-12-12T20:36:03.141139] [INFO ] [sig       ] [20/44] Processing report for 2025-11-07...
[2025-12-12T20:36:03.141167] [INFO ] [sig       ] [20/44] Report for 2025-11-07 already exists, skipping...
[2025-12-12T20:36:03.141192] [INFO ] [sig       ] [21/44] Processing report for 2025-11-10...
[2025-12-12T20:36:03.141220] [INFO ] [sig       ] [21/44] Report for 2025-11-10 already exists, skipping...
[2025-12-12T20:36:03.141244] [INFO ] [sig       ] [22/44] Processing report for 2025-11-11...
[2025-12-12T20:36:03.141274] [INFO ] [sig       ] [22/44] Report for 2025-11-11 already exists, skipping...
[2025-12-12T20:36:03.141298] [INFO ] [sig       ] [23/44] Processing report for 2025-11-12...
[2025-12-12T20:36:03.141327] [INFO ] [sig       ] [23/44] Report for 2025-11-12 already exists, skipping...
[2025-12-12T20:36:03.141357] [INFO ] [sig       ] [24/44] Processing report for 2025-11-13...
[2025-12-12T20:36:03.141388] [INFO ] [sig       ] [24/44] Report for 2025-11-13 already exists, skipping...
[2025-12-12T20:36:03.141412] [INFO ] [sig       ] [25/44] Processing report for 2025-11-17...
[2025-12-12T20:36:03.141441] [INFO ] [sig       ] [25/44] Report for 2025-11-17 already exists, skipping...
[2025-12-12T20:36:03.141465] [INFO ] [sig       ] [26/44] Processing report for 2025-11-18...
[2025-12-12T20:36:03.141494] [INFO ] [sig       ] [26/44] Report for 2025-11-18 already exists, skipping...
[2025-12-12T20:36:03.141518] [INFO ] [sig       ] [27/44] Processing report for 2025-11-19...
[2025-12-12T20:36:03.141547] [INFO ] [sig       ] [27/44] Report for 2025-11-19 already exists, skipping...
[2025-12-12T20:36:03.141586] [INFO ] [sig       ] [28/44] Processing report for 2025-11-20...
[2025-12-12T20:36:03.141619] [INFO ] [sig       ] [28/44] Report for 2025-11-20 already exists, skipping...
[2025-12-12T20:36:03.141643] [INFO ] [sig       ] [29/44] Processing report for 2025-11-21...
[2025-12-12T20:36:03.141672] [INFO ] [sig       ] [29/44] Report for 2025-11-21 already exists, skipping...
[2025-12-12T20:36:03.141696] [INFO ] [sig       ] [30/44] Processing report for 2025-11-24...
[2025-12-12T20:36:03.141725] [INFO ] [sig       ] [30/44] Report for 2025-11-24 already exists, skipping...
[2025-12-12T20:36:03.141749] [INFO ] [sig       ] [31/44] Processing report for 2025-11-25...
[2025-12-12T20:36:03.141778] [INFO ] [sig       ] [31/44] Report for 2025-11-25 already exists, skipping...
[2025-12-12T20:36:03.141802] [INFO ] [sig       ] [32/44] Processing report for 2025-11-26...
[2025-12-12T20:36:03.141831] [INFO ] [sig       ] [32/44] Report for 2025-11-26 already exists, skipping...
[2025-12-12T20:36:03.141879] [INFO ] [sig       ] [33/44] Processing report for 2025-11-28...
[2025-12-12T20:36:03.141910] [INFO ] [sig       ] [33/44] Report for 2025-11-28 already exists, skipping...
[2025-12-12T20:36:03.141935] [INFO ] [sig       ] [34/44] Processing report for 2025-12-01...
[2025-12-12T20:36:03.141976] [INFO ] [sig       ] [34/44] Report for 2025-12-01 already exists, skipping...
[2025-12-12T20:36:03.142003] [INFO ] [sig       ] [35/44] Processing report for 2025-12-02...
[2025-12-12T20:36:03.142034] [INFO ] [sig       ] [35/44] Report for 2025-12-02 already exists, skipping...
[2025-12-12T20:36:03.142059] [INFO ] [sig       ] [36/44] Processing report for 2025-12-03...
[2025-12-12T20:36:03.142089] [INFO ] [sig       ] [36/44] Report for 2025-12-03 already exists, skipping...
[2025-12-12T20:36:03.142114] [INFO ] [sig       ] [37/44] Processing report for 2025-12-04...
[2025-12-12T20:36:03.142144] [INFO ] [sig       ] [37/44] Report for 2025-12-04 already exists, skipping...
[2025-12-12T20:36:03.142169] [INFO ] [sig       ] [38/44] Processing report for 2025-12-05...
[2025-12-12T20:36:03.142204] [INFO ] [sig       ] [38/44] Report for 2025-12-05 already exists, skipping...
[2025-12-12T20:36:03.142231] [INFO ] [sig       ] [39/44] Processing report for 2025-12-08...
[2025-12-12T20:36:03.142261] [INFO ] [sig       ] [39/44] Report for 2025-12-08 already exists, skipping...
[2025-12-12T20:36:03.142286] [INFO ] [sig       ] [40/44] Processing report for 2025-12-09...
[2025-12-12T20:36:03.142315] [INFO ] [sig       ] [40/44] Report for 2025-12-09 already exists, skipping...
[2025-12-12T20:36:03.142340] [INFO ] [sig       ] [41/44] Processing report for 2025-12-10...
[2025-12-12T20:36:03.142375] [INFO ] [sig       ] [41/44] Report for 2025-12-10 already exists, skipping...
[2025-12-12T20:36:03.142402] [INFO ] [sig       ] [42/44] Processing report for 2025-12-11...
[2025-12-12T20:36:03.142432] [INFO ] [sig       ] [42/44] Report for 2025-12-11 already exists, skipping...
[2025-12-12T20:36:03.142457] [INFO ] [sig       ] [43/44] Processing report for 2025-12-12...
[2025-12-12T20:36:03.142486] [INFO ] [sig       ] [43/44] Report for 2025-12-12 already exists, skipping...
[2025-12-12T20:36:03.142516] [INFO ] [sig       ] [44/44] Processing report for 2025-12-15...
[2025-12-12T20:36:03.209152] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.209534] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.209917] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.210260] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.210601] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.210962] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.211246] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.211709] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.212031] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.212311] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.212742] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.213057] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.213323] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.213691] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.214034] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.214547] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.214637] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.214876] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.215121] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.215404] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.215888] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.216150] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.216442] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.216896] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.217180] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.217430] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.217711] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.217941] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.218200] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.218488] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.218793] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.219035] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.219272] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.219509] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.219818] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.220107] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.220404] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.220646] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.220906] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.221240] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.221743] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.222021] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.222280] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.222749] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.223041] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.223318] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.223780] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.224095] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.224414] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.224750] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.225071] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.225391] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.225812] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.226123] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.226431] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.226947] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.227252] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.227709] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.227978] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.228310] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.228601] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.228867] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.229184] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.229710] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.230046] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.230332] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.230854] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.231175] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.231459] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.231776] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.232092] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.232444] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.232939] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.233188] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.233431] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.233876] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.234125] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.234417] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.234845] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.235147] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.235439] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.235726] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.236014] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.236246] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.236496] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.236776] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.237059] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.237294] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.237595] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.237848] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.238264] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.238560] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.239004] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.239237] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.239520] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.239774] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.240069] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.240307] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.240605] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.240839] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.240905] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.241130] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.241454] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.241952] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.242194] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.242437] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.242723] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.242958] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.243257] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.243489] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.243722] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.244003] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.244296] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.244607] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.244873] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.245103] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.245388] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.245625] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.245903] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.246176] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.246440] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.246718] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.246953] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.247182] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.247410] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.247655] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-12T20:36:03.247884] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.248169] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.248396] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.248641] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.248869] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.249096] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.249375] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.249649] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.249955] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.250239] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.250515] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.250826] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-12T20:36:03.251056] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.251301] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.251551] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.251852] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.252094] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.252372] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.252604] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.252882] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.253132] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.253398] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.253678] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.253908] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.254154] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.254404] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.254887] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.255131] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.255364] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.255642] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.255879] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.256124] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.256354] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.256776] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.257074] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.257315] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.257619] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.257887] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.258175] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.258463] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.258531] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.258792] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.259074] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.259354] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.259637] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.259924] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.259994] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.260222] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.260718] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.261002] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.261279] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.261677] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.261930] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.262219] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.262509] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.262767] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.263025] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.263275] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.263504] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.263734] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.263971] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.264257] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.264489] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.264731] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.264982] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.265251] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.265533] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.265807] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.266062] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.266392] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.266685] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.266985] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.267279] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.267755] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.268037] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.268319] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.268782] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.269088] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.269379] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.269672] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.270076] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.270338] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.270773] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.270841] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.271126] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.271372] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.271664] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.271926] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.272200] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.272492] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.272722] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.272951] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.273234] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.273482] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.273961] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.274203] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.274697] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.274932] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.275222] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.275681] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.275973] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.276263] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.276509] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.276988] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.277231] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.277486] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.277884] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.278117] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.278349] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.278646] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.278874] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.279123] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.279399] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.279678] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.279938] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.280243] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.280540] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.280887] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.281193] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.281449] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.281698] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.281961] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.282234] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.282562] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.282820] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.283102] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.283336] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.283615] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.283896] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.284189] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.284500] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.284831] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.285117] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.285401] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.285636] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.285920] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.286216] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.286460] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.286753] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.286984] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.287222] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.287501] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.287757] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.287992] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.288238] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.288523] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.288796] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.289026] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.289255] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.289699] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.289976] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.290222] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-12T20:36:03.290463] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.290755] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.291043] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.291336] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.291629] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.291921] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.292260] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.292536] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.293006] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.293246] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.293687] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.293960] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.294254] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.294510] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.294773] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.295083] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.295328] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.295731] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.295989] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.296228] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.296497] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.296957] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.297200] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.297487] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.297766] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.298013] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.298268] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.298499] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.298780] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.299059] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.299306] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.299540] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.299803] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.300056] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.300318] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.300596] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.300871] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.301100] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.301380] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.301659] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.301938] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.302220] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.302530] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.302788] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.303034] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.303314] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.303543] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.303879] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.304753] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.305049] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.305313] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.305594] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.305893] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.306146] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.306436] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.306704] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.306960] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.307193] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.307426] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.307847] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.308239] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.308478] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.308918] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.309151] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.309422] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.309657] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.309950] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.310222] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.310508] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.310806] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.311125] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.311366] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.311634] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.311943] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.312237] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.312483] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.312787] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.313078] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.313364] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.313658] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-12T20:36:03.313918] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.314244] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.314481] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.314765] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.314996] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.315284] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.315523] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.315782] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.316084] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.316370] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.316655] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.316938] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.317219] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.317451] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.317742] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.318031] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.318265] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.318498] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.318773] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.319052] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.319325] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.319611] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.319958] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.320199] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.320496] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.320743] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.320972] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.321225] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.321505] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.321769] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.321845] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.322161] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.322474] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.322762] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.323001] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.323237] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.323525] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.323824] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.324107] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-12T20:36:03.324385] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.324666] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.324944] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.325488] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.325783] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.326173] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.326470] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.326951] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.327242] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.327492] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.327740] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.328001] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.328239] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.328695] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.329384] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.330081] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.330700] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.330999] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.331293] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.331760] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.332077] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.332329] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.332680] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.332974] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.333233] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.333502] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.333767] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.334067] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.334303] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.334723] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.335009] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.335289] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.335647] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.335939] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.336231] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.336520] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.336779] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.337074] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.337336] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.337767] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.337999] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.338243] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.338529] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.339014] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.339245] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.339524] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.339829] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.340139] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.340391] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.340820] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.341169] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.341243] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.341717] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.341786] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.342068] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.342357] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.342656] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.342905] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.343192] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.343489] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.343925] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.344207] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.344497] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.344922] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.345202] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.345436] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.345717] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.345956] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.346215] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.346468] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.346726] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.347026] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.347273] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.347557] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.347812] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.348062] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.348295] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.348550] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.348870] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.349159] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.349444] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.349707] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.349960] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.350206] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.350442] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.350675] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.350964] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.351198] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.351492] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.351785] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.352023] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.352274] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.352551] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.352851] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.353138] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.353416] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.353721] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.354019] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.354270] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.354507] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.354759] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.355040] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.355384] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.355682] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.355924] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.356182] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.356471] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.356745] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.356995] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.357288] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.357591] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.357855] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.358133] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.358379] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.358613] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.358852] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.359143] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.359375] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.359452] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.359728] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.360020] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.360307] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.360602] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.360886] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.361122] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.361372] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.361659] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.361938] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.362168] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.362416] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.362696] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.362933] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.363214] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.363446] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.363680] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.363967] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.364214] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.364518] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.364822] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.365071] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-12T20:36:03.365320] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.365603] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.365837] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-12T20:36:03.366643] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.366888] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.367137] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.367386] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.367676] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.367913] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.368213] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.368448] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.368725] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.368952] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.369240] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.369535] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.369790] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.370104] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.370415] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.370651] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.370884] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.371161] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.371454] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.371740] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.372000] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.372251] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.372818] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.373090] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.373354] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.373616] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.373976] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.374234] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.374506] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.374781] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.375071] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.375310] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.375626] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.375928] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.376218] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.376500] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.376756] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.377011] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.377290] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.377588] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.377822] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.378103] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.378397] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.378636] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.378971] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.379251] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.379534] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.379837] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.380154] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.380414] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.380696] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.380923] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.381169] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.381443] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.381670] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.381921] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.382169] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.382413] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.382690] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.382961] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.383182] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.383404] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.383684] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.383964] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.384192] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.384418] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.384697] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.384973] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.385208] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.385436] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.385680] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.385966] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.386198] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.386477] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.386758] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.387034] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.387260] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.387545] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.387859] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.388141] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.388448] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.388781] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.389065] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.389379] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.389691] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.389988] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.390242] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.390521] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.390775] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.391053] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.391282] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.391529] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.391842] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.392117] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.392345] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.392622] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.392907] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.393171] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.393434] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.393739] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.394020] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.394259] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.394531] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.394801] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.395080] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.395324] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.395606] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.395885] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.396167] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.396463] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-12T20:36:03.396743] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.396971] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.397196] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.397460] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.397725] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.398022] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.398321] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.398629] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.398867] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.399101] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.399386] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.399776] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.400079] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.400385] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.400682] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.400933] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.401181] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.401420] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.401922] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.402172] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.402420] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.402683] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.402921] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.403185] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.403483] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.403973] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.404209] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.404437] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.404668] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.404953] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.405231] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.405534] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.406500] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.406745] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.407100] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.407410] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.407721] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.407996] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.408319] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.408626] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.408909] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.409183] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.409522] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.409882] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.410241] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.410366] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-12T20:36:03.410624] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.410904] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.411297] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.411607] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.412634] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.412887] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.413174] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.413426] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.413710] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.413992] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.414284] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.414532] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.414783] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.415027] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.415307] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.415600] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.415833] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.416111] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.416349] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.416610] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.416932] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.417236] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.417482] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.417727] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.417974] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.418219] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-12T20:36:03.418531] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.418798] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.419050] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.419334] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.419620] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.419864] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.420187] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.420454] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.420743] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.421029] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.421286] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.421609] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.421900] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.422185] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.422474] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-12T20:36:03.422753] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.423084] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.423418] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.423759] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.424077] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.424392] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.424649] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.424997] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.425256] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.425494] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.425775] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.426059] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.426343] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.426623] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.426871] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.427164] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.427447] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.427732] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.427970] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.428261] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.428548] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.428810] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.429121] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.429478] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.429840] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.430188] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.430469] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.430750] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.431030] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.431353] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.431648] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-12T20:36:03.431879] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.432159] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.432456] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.432697] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.432985] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.433216] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.433559] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.433897] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.434222] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.434630] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.435027] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.435335] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.435601] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.435846] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.436137] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.436385] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.436621] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.436853] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.437083] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.437334] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.437594] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.437833] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.438136] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.438437] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.438680] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.438969] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.439206] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.439439] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.439675] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.439923] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.440189] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.440474] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.440765] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.441013] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.441246] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.441550] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.441811] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.442098] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.442387] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.442668] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.442904] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.443170] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.443425] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.443690] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.443948] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.444246] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.444534] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.444787] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.445023] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.445307] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.445595] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.445839] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.446096] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.446384] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.446668] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.446933] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.447189] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.447490] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.447792] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.448114] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.448442] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.448755] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-12T20:36:03.449057] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.449372] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.449690] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.450047] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.450361] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.450713] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.451000] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.451335] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.451665] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.451966] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.452256] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.452536] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.452840] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.453121] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.453363] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.453661] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.453897] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.454176] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.454471] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.454703] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.454772] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.455052] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.455346] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.455648] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.455950] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.456211] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.456492] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.456739] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.456982] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.457277] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.457554] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.457872] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.458141] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.458455] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.458753] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.459037] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.459308] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.459559] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.459877] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.460201] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.460505] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.460775] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.461034] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.461289] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.461545] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.461847] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.462078] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.462328] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.462591] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.462826] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.463106] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.463359] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.463643] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.463929] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.464213] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.464496] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.464814] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.465095] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.465387] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.465677] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.465960] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.466191] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.466445] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.466814] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.467283] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.467949] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.468423] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.468707] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.468952] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.469208] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.469483] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.469831] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.470201] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.470549] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.470877] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.471159] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.471495] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.471798] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.472072] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.472372] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.472658] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.472942] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.473175] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.473424] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.473656] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.473886] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.474167] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.474448] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.474731] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.475010] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.475245] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.475493] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.475734] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.476016] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.476311] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.476562] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.476833] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.477112] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.477343] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-12T20:36:03.477624] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.477855] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.478137] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.478452] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.478758] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.478996] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.479278] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.479538] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.479848] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.480101] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.480357] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.480611] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.480843] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.481073] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.481319] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.481589] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.481848] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.482094] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.482387] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.482676] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.482914] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.483148] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.483398] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.483647] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.483894] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.484177] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.484468] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.484751] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.485034] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-12T20:36:03.485268] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.485568] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.485841] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.486074] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.486305] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.486535] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.486782] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.487028] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.487253] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.487527] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.487853] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.488093] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.488410] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.488723] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.489037] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.489337] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.489688] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.489995] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.490330] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.490612] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.490944] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.491048] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.491321] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.491601] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.491836] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.492115] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.492372] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.492673] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.492959] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.493206] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.493487] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.493744] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.494028] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.494333] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.494603] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.494840] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.495142] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.495391] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.495460] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.495752] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.496017] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.496327] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.496623] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.496924] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.497232] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.497479] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.497781] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.498069] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.498357] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.498616] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.498914] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.499167] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.499450] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.499700] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.499990] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.500234] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.500526] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.500839] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.501076] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.501358] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.501605] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.501843] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.502133] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.502382] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.502646] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.502903] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.503187] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.503417] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.503656] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.503901] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.504131] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.504409] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.504650] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.504894] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.505181] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.505429] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.505717] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.505996] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.506279] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.506560] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.506883] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.507174] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.507432] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.507684] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.507967] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.508343] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.508658] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.509003] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.509326] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.509660] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.509984] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.510319] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.510606] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.510881] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.511137] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.511428] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.511728] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.512017] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.512306] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.512550] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.512816] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.513107] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.513399] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.513696] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.513990] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.514242] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.514486] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.514731] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.515016] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.515267] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.515534] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.515848] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.516087] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.516382] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.516622] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.516921] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.517228] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.517532] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.517818] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.518065] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.518338] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.518614] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.518864] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.519115] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.519350] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.519629] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.519858] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.520123] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.520390] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.520705] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.520960] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.521220] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.521532] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.521848] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.522083] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.522368] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.522604] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.522894] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.523174] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.523456] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.523690] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.523921] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.524158] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.524446] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.524678] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.524939] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.525175] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.525426] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.525713] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.525993] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.526272] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.526501] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.526815] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.527091] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.527365] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.527649] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.528025] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.528347] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.528666] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.528999] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-12T20:36:03.529294] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.529622] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.529943] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.530225] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.530474] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.530758] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.531040] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.531281] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.531538] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.531843] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.532075] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.532365] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-12T20:36:03.532658] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.532939] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.533190] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.533455] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.533706] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.533941] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.534188] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.534420] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.534895] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.535187] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.535435] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.535904] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.536147] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.536393] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.536675] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.536906] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.537138] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.537368] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.537660] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.537906] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.538164] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.538409] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.538652] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.538932] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.539213] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.539461] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.539770] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.540059] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.540378] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.540681] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.540966] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.541245] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-12T20:36:03.541502] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.541748] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.541995] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.542236] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.542517] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.542779] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.543021] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.543242] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.543479] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.543713] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.543967] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.544196] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.544428] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.544657] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.544884] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.545112] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.545356] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.545650] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-12T20:36:03.545890] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.546116] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.546405] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.546658] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.546883] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.547215] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.547495] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.547810] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.548087] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.548381] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.548668] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.548966] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.549062] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.549320] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.549633] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.549930] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.550196] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.550719] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.551012] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.551303] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.551803] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.552092] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.552366] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.552657] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.552888] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.553134] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.553409] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.553685] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.553914] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.554192] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.554418] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.554694] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.554920] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.555194] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.555420] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.555648] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.555872] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.556158] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.556432] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.556733] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.557013] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.557290] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.557515] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.557766] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.558046] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.558334] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.558600] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.558884] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.559111] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.559342] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.559620] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.559923] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.560211] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.560459] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.560688] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.560965] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.561212] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.561487] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.561764] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.562010] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.562241] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.562547] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.562847] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.563086] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.563366] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.563597] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.563874] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.564151] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.565086] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.565373] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.565616] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.565905] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.566145] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.566431] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.566662] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.566907] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-12T20:36:03.567193] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.567537] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.567924] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.568256] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.568559] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.568878] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.569175] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.569461] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.569711] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.569953] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.570192] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.570479] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.570718] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.570969] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.571250] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.571532] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.571807] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.572089] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.572330] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.572597] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.572880] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.573158] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.573406] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.573688] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.573918] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.574151] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.574387] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.574669] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.574963] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.575211] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.575442] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.575681] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.575971] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.576041] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.576344] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.576799] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.577045] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.577296] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.577606] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.577884] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.578140] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.578445] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.578689] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.578921] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.579200] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.579481] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.579941] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.580229] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.580497] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.580918] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.581167] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.581457] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.581857] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.582143] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.582489] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.582783] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.583067] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.583377] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.583691] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.583931] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.584221] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.584456] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.584733] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.584970] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.585249] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.585480] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.585755] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.585987] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.586219] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.586481] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.586925] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.587241] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.587624] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.587940] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.588242] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.588596] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.588904] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.589194] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.589515] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.589863] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.590175] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.590462] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.590711] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.590958] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.591248] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.591501] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.591790] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.592074] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.592354] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.592643] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.592929] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.593168] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.593399] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.593652] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.593727] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.593966] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.594209] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.594469] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.594709] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.594987] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.595216] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.595498] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.595753] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.596039] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.596293] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.596612] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.596931] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.597210] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.597439] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.597672] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.597923] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.598159] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.598420] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.598693] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.598923] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.599205] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.599272] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.599497] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.599778] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.600056] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.600354] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.600655] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.600942] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.601177] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.601408] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.601643] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.601873] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.602109] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.602350] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.602647] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.602898] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.603191] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.603441] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.603507] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.603745] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.604000] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.604279] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.604562] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.604816] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.605099] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.605339] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.605613] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.605900] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-12T20:36:03.606251] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.606711] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.607008] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.607360] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.607653] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.607996] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.608355] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.608914] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.609221] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.609471] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.609957] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.610204] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.610503] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.610759] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.610990] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.611219] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.611285] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.611509] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.611947] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.612246] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.612526] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.612961] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.613239] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.613468] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.613747] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.614025] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.614270] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.614547] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.614846] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.615125] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.615384] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.615627] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.615855] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.616145] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.616442] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.616694] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.616924] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.617198] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.617472] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.617551] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.617798] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.618059] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.618290] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.618602] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.618849] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.619079] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.619375] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.619656] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.619885] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.620158] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.620450] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.620730] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.620962] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.621239] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.621483] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.621768] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.622007] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.622283] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.622519] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.622835] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.623070] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.623314] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.623559] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.623863] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.624145] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.624396] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.624628] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.624876] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.625160] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.625409] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.625687] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.625978] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.626260] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.626540] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.626899] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.627246] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.627549] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.627865] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.628188] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.628487] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.628727] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.629014] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.629242] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.629492] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.629720] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.630007] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.630240] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.630505] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.630752] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.631030] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.631303] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.631705] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.631955] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.632188] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.632438] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.632670] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.632899] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.633202] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.633459] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.633746] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.634030] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.634315] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.634694] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.634937] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.635180] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.636198] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.636493] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.636786] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.637049] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.637340] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.637741] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.637987] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.638248] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.638547] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.638992] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.639286] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.639518] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.639791] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.640087] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.640384] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.640675] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.640907] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.641187] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.641477] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.641908] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.642138] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.642398] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.642658] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.642911] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.643194] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.643478] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.643709] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.643940] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.644203] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.644488] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.644774] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.645023] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.645311] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.645561] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.645832] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.646062] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.646386] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.646726] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.647061] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.647359] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.647643] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.647938] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.648270] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.648612] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.648912] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.649146] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.649395] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.649629] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.649862] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.650431] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.650734] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.650986] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.651270] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.651538] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.651628] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.651870] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.652143] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.652210] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.652462] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.652760] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.653020] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.653303] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.653549] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.653859] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.654137] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.654365] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.654607] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.654836] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.655068] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.655295] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.655589] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.655822] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.656052] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.656333] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.656565] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.656865] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.657094] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.657371] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.657650] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.657894] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.658121] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.658356] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.658605] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.658886] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.659164] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.659450] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.659729] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.660013] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.660302] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.660600] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.660832] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.661081] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.661309] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.661606] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.662038] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.662320] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.662654] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.662955] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.663198] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.663639] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.663910] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.664178] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.664417] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.664689] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.664982] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.665269] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.665559] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.665918] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.666257] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.666545] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.666908] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.667209] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.667540] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.667843] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.668168] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.668466] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.668702] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.668985] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.669218] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.669501] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.669736] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.670028] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.670287] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.670521] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.670782] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.671065] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.671347] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.671809] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.672100] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-12T20:36:03.672339] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.672600] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.672888] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.673185] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.673433] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.673663] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.673949] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.674176] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.674406] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.674651] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.674924] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.675206] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.675485] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.675805] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.676089] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.676320] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.676557] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.676860] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.677090] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.677339] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.677565] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.677832] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.678059] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.678308] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.678605] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.678845] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.679123] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.679353] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.679630] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.679928] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.680166] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.680400] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.680680] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.680930] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.681176] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.681421] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.681649] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.681928] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.682175] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.682452] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.682885] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.683130] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.683418] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.683712] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.683982] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.684276] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.684793] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.685044] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.685320] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.685643] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.685973] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.686251] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.686682] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.686975] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.687313] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.687827] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.688161] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.688486] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.688737] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.688968] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.689196] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.689436] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.689723] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.689981] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.690740] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.690981] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.691224] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.691481] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.691769] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.692008] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.692238] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.692536] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.692836] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.693066] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-12T20:36:03.693301] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.693549] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.693851] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.694098] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.694336] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.694610] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.694885] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.695162] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.695437] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.695787] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.696023] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.696312] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.696587] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-12T20:36:03.696829] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.697116] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.697402] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.697833] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.698064] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.698292] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.698544] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.698794] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.699042] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.699270] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.699520] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.699990] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.700281] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.700533] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.701021] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.701314] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.701739] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.702024] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.702319] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.702628] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.702863] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.703150] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.703398] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.703696] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.703976] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.704204] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.704433] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.704711] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.704956] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.705189] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.705439] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.705669] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.705896] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.706216] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.706498] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.706809] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-12T20:36:03.707139] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.707469] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.707798] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.708128] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.708395] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.708632] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.708863] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.709093] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.709322] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.709604] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.709834] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.710109] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.710346] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.710789] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.711080] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.711372] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.711664] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.711954] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.712213] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.712703] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.713015] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.713278] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.713557] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.713896] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.714186] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.714478] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.714713] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.714995] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.715299] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.715600] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.715838] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.716150] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.716445] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.716751] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.717095] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.717708] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.718518] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.718865] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.719274] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.719531] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.719831] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.720198] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.720508] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.721112] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.721294] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.721647] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.721980] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.722239] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.722541] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.722902] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.723232] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.723606] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.723952] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.724221] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.724531] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.724880] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.725203] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.725497] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.725839] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.726181] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.726522] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.726826] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.727100] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.727365] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.727857] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.728166] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.728477] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.729042] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.729421] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.729752] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.730034] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.730421] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.730687] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.730954] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.731291] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.731567] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.731997] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.732363] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.732946] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.733267] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.733581] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.733876] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.734198] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.734509] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.734910] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.735163] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.735463] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.735719] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.735994] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.736295] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.736620] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.736878] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.737182] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.737485] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.737754] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.738022] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.738333] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.738604] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.738913] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.739175] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.739471] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.739720] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.740009] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.740330] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.740623] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.740873] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.741162] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.741469] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.741737] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.742018] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-12T20:36:03.742512] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.742787] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.743083] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.743376] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.743829] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.744123] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-12T20:36:03.744380] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.744460] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.744687] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.744976] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.745262] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.745565] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.745872] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.745945] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.746172] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.746450] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.746881] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.747132] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.747365] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.747597] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.747831] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.748114] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.748347] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.748634] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-12T20:36:03.748873] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.749155] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.749438] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.749869] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.750159] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.750262] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-12T20:36:03.750556] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.750874] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.751136] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.751207] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.751491] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.751931] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.752173] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.752407] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.752838] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.753073] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.753361] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.753618] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.753859] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.754149] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.754435] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.754668] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.754901] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.755134] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.755393] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.755650] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.755896] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.756180] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.756420] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.756652] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.756886] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.757119] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.757381] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.757663] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.757948] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.758236] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.758471] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.758727] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.758978] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.759259] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.759508] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.759800] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.762921] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.763216] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.763507] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.763792] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.764083] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.764374] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.764607] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.764891] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.765182] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.765413] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.765823] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.766110] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.766363] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.766746] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.767255] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.767686] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.767943] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.768230] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.768540] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.768894] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.769157] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.769420] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.769797] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.770104] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.770367] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.770673] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.770939] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.771258] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.771609] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.771951] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.772244] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.772685] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.773020] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-12T20:36:03.773335] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.773636] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.773942] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.774221] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.774468] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.774754] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.775004] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.775290] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.775527] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.776011] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.776249] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.776615] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.776912] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.777238] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.777679] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.777973] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.778240] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.778770] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.779060] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.779319] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.779590] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.779882] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.780143] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.780384] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.780686] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.780926] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.781214] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.781494] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.781999] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.782265] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.782715] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.783020] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.783307] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.783615] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.783915] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.784172] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.784471] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.784769] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.784850] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.785259] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.785516] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.785809] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.786199] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.786454] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.786905] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.787180] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.787496] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.787950] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.788227] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.788517] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.788806] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.789130] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.789402] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.789651] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.789877] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.790145] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.790748] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.791769] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.792626] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.792966] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.793245] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.793618] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.793907] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.794155] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.794435] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.794694] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.794921] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.795206] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-12T20:36:03.795492] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.795768] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.795995] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.796236] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.796491] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.796747] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.796978] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.797310] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.797734] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.798023] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.798270] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.798530] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.799023] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.799306] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.799693] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.799957] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.800198] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.800461] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.800736] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.801025] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.801304] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.801736] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.801970] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.802250] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.802759] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.803049] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.803354] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.803650] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.803928] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.804207] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.804457] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.804974] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.805247] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.805593] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.805848] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.806140] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.806386] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.806636] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.806926] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.807218] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.807507] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.807803] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.808084] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.808333] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.808595] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.808875] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.809102] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.809345] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.809588] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.809868] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.810179] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.810438] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.810749] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.811051] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.811355] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.811649] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.811927] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.812169] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.812426] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.812654] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.812893] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.813170] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.813445] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.813925] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.814191] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.814671] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.814930] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.815160] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.815394] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.815670] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.815922] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.816147] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.816422] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.816780] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.817025] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.817362] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.817727] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.818057] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.818319] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.818792] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.819121] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.819426] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.819829] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.820116] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.820411] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.820912] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.821233] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.821537] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.821843] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.822103] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.822397] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.822698] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.822928] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.823204] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.823449] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.823698] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.823932] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.824195] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.824487] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.824778] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.825058] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.825294] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.825618] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.825938] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.826193] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.826445] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.826690] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.826985] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.827067] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.827309] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.827564] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.828042] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.828325] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.828609] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.828878] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.829120] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.829399] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.829681] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.829763] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.829996] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.830330] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.830630] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.830929] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.831174] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.831455] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.831695] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.831935] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.832214] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.832501] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.832770] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.833091] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.833359] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.833639] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.833871] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.834112] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.834350] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.834640] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.834890] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.835137] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.835412] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.835661] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.835942] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.836221] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.836499] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.836778] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.837059] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.837352] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.837630] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.837868] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.838119] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.838357] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.838603] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.838903] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.839200] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.839486] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.839767] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.840059] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.840357] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.840618] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.840903] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.841138] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.841366] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.841596] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.841877] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.842166] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.842450] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.842741] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.842996] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.843262] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.843600] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.843841] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.844110] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.844379] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.844645] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.844945] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.845192] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.845454] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.845704] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.845963] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-12T20:36:03.846256] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.846496] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.846730] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.847014] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.847293] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.847593] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.847883] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.848184] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.848451] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.848695] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-12T20:36:03.848990] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.849248] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.849601] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.849868] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.850197] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.850462] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.850760] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.851020] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.851274] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.851593] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.851835] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.852118] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.852397] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.852682] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.852921] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.853210] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.853467] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.853941] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.854244] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.854495] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.854724] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.854983] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.855219] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.855465] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.855949] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.856178] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.856646] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.856929] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.857222] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.857471] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.857967] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.858216] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.858511] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.858982] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.859222] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.859520] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.859869] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.860173] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.860461] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.860768] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.861070] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.861325] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.861623] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.861915] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.862200] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.862433] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.862671] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.862960] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.863255] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.863329] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.863612] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.863873] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.864103] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.864386] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.864639] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.864936] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.865224] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.865600] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.865870] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.866119] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.866373] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.866633] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.866874] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.867127] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-12T20:36:03.867402] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.867680] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.867912] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.868162] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.868439] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.868732] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.868993] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.869297] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.869597] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.869855] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.870135] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.870423] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.870673] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.870928] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.871176] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.871417] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.871708] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.871964] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.872249] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.872476] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.872725] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.873018] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.873251] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.873475] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.873780] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.874041] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.874346] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.874631] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.874884] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.875125] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.875406] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.875694] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.876009] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.876327] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.876639] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.876970] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.877208] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.877453] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.877733] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.877999] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.878248] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.878498] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.878996] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.879289] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.879555] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.879869] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.880296] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.880612] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.881055] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.881341] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.881789] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.882034] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.882322] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.882594] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.882831] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.883065] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.883337] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.883594] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.883826] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.884068] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.884139] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.884418] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.884676] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.884931] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.885207] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-12T20:36:03.885433] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.885796] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.886033] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.886290] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.886545] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.886798] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.887075] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.887353] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.887729] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.888026] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.888323] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.888814] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.889046] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.889347] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.889653] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.889962] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.890215] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.890530] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.890860] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.891093] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.891374] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.891653] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.891883] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.892108] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.892383] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.892658] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.892930] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.893172] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.893393] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.893667] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.893901] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.894125] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.894409] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.894644] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.894916] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.895156] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.895378] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.895600] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.895821] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.896092] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-12T20:36:03.896341] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.896637] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.896894] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.897176] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.897416] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.897689] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.897939] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.898218] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.898443] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.898715] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.898988] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.899259] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.899712] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-12T20:36:03.899962] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.900247] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.900541] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.900854] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.901106] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.901335] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.901616] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.901901] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.902133] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.902416] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.902698] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.902981] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.903205] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.903477] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.903699] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.903921] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.904164] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.904389] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.904614] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.904890] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.905167] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.905413] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.905644] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.905868] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.906141] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.906421] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.906646] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.906867] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.907136] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.907414] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.907659] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.907890] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.908120] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.908348] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.908772] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.909005] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.909276] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.909527] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.909786] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.910075] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.910353] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.910779] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.911061] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.911352] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.911653] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.911891] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.912141] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.912415] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.912687] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.912909] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.913145] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.913430] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.913712] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.913985] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.914256] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.914493] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.914764] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.915034] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.915279] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.915754] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.916013] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.916255] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.916663] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.916948] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.917223] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-12T20:36:03.917447] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.917858] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.918131] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.918365] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.918629] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.918914] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.919142] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.919414] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.919830] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.920134] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.920422] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.920658] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.920884] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-12T20:36:03.921117] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.921380] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.921669] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.921891] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.922161] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.922432] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.922704] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.922930] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.923169] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.923389] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.923660] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.923931] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.924153] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.924423] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.924691] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.924912] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.925134] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.925355] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.925630] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.926553] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.927040] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.927317] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.928215] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.928464] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.928698] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.928942] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.929231] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.929464] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-12T20:36:03.929534] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.929851] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.930168] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.930459] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-12T20:36:03.930691] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.930969] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.931192] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.931438] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.931671] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.931944] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.932231] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.932454] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.932697] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-12T20:36:03.932970] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.933243] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.933536] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.934029] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.934304] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.934715] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.934947] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.935197] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.935444] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.935694] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.935978] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.936253] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.936536] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.936853] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.937102] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-12T20:36:03.937345] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.937620] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.937844] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.938120] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.938349] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.938632] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.939042] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.939316] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.939613] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.939926] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.940211] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.940461] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.940742] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.940997] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.941281] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.941505] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.941808] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.942054] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.942336] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.942626] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.942899] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.943142] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.943368] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.943661] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.943927] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.944200] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.944430] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.944710] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.944934] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.945204] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.945430] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.945664] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.945890] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.946163] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.946445] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.946724] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-12T20:36:03.946990] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.947218] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-12T20:36:03.947492] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.947733] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.947957] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.948190] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.948477] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.948746] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.949023] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.949264] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.949501] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.949776] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.950062] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.950316] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.950596] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.950816] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.951091] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.951338] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.951623] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.951868] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.952144] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.952420] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.952489] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.952756] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.952983] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.953261] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.953486] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.953772] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.954001] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.954274] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.954517] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.954818] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.955120] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.955378] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.955618] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.955864] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-12T20:36:03.956139] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.956367] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.956601] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.956863] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.957091] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.957369] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.957595] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.957833] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.958112] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.958398] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.958695] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.958971] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.959201] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.959269] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.959658] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.959892] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.960172] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.960460] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.960739] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.960964] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.961237] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.961527] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.961933] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.962185] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.962431] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.962912] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.963192] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.963428] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-12T20:36:03.963673] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.963953] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.964178] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.964400] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.964826] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.965062] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.965357] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.965635] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.965917] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.966281] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.966563] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.966824] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.967051] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.967276] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.967565] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.967831] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.968057] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.968280] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.968507] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.968800] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.969077] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.969317] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.969546] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.969790] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.970035] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.970269] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.970494] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.970735] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.971011] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.971252] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.971530] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.971772] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.972010] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-12T20:36:03.972281] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.972592] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.972878] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.973132] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-12T20:36:03.973409] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.973928] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.974206] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.974653] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.974882] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.975106] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.975329] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.975612] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.975852] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.976123] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.976404] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-12T20:36:03.976654] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.976877] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.977116] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.977390] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.977662] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.977882] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.978104] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.978325] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-12T20:36:03.978596] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-12T20:36:03.978838] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.979076] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.979324] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.979600] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-12T20:36:03.980072] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.980370] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.980798] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.981081] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-12T20:36:03.981332] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.981598] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.982111] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.982395] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.982721] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-12T20:36:03.983039] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.983309] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.983653] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.983939] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.984207] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.984522] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-12T20:36:03.984833] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.985150] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-12T20:36:03.985429] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.985752] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.986020] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.986302] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.986608] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.986927] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.987212] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.987479] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-12T20:36:03.987746] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.988012] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.988335] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.988642] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.988956] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.989223] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-12T20:36:03.989508] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.989849] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.990194] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.990642] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-12T20:36:03.990935] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-12T20:36:03.991253] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.991559] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.992062] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.992380] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.992696] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.992980] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.993249] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-12T20:36:03.993784] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.994101] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.994414] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.994880] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.995146] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-12T20:36:03.995449] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-12T20:36:03.995740] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.996009] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.996329] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.996760] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-12T20:36:03.997084] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-12T20:36:03.997359] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-12T20:36:03.997832] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-12T20:36:03.998103] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.998438] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-12T20:36:03.998829] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-12T20:36:03.999109] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-12T20:36:03.999385] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-12T20:36:03.999658] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-12T20:36:03.999968] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.000297] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.000665] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.000989] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.001307] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.001610] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.001881] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.002198] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.002482] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.002799] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.003115] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-12T20:36:04.003381] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.003694] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.003976] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-12T20:36:04.004258] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.004523] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-12T20:36:04.004815] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.005086] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-12T20:36:04.005415] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.005713] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.005979] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.006292] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.006608] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.006876] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.007162] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.007477] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.007792] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.008059] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.008333] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.008641] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.008910] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-12T20:36:04.009174] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.009470] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.009788] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.010119] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.010439] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.010765] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.011032] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.011359] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.011455] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-12T20:36:04.011760] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.012026] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.012291] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.012555] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.012848] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-12T20:36:04.013131] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.013408] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.013800] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.014076] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.014399] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-12T20:36:04.014674] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.014945] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.015263] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.015605] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.015931] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.016220] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.016552] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.016875] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.017146] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.017418] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.017706] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.017997] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.018235] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.018514] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.018826] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.019105] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.019330] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.019559] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.019862] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.020142] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.020440] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.020740] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.020999] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.021245] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.021471] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.021722] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.021964] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.022212] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.022459] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.022741] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.022977] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-12T20:36:04.023208] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.023443] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.023727] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.023965] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.024252] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.024547] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.024811] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.025041] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.025286] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.025594] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.025829] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.026124] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-12T20:36:04.026422] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.026825] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.027060] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.027347] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.027615] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.027850] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.028098] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.028394] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.028825] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.029073] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.029335] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.029606] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.029858] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.030144] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.030406] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.030672] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.030906] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.031187] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.031453] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.031741] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.032025] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.032691] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.033775] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.034551] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.034810] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.035215] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.035471] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.035724] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.036014] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.036296] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.036592] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.036828] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.037071] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.037367] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.037614] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.037934] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.038176] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.038405] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.038663] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.038949] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.039234] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.039498] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.039793] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.040087] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.040384] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.040676] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.040960] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.041233] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.041539] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.041796] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.042075] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.042303] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-12T20:36:04.042762] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.043027] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.043264] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.043696] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.043990] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.044242] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.044550] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.044828] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.045133] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.045429] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.045725] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.045792] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.046082] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.046317] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.046555] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.046796] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.047015] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.047285] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.047567] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.047862] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.048137] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.048438] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.048729] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.048963] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-12T20:36:04.049197] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.049424] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.049670] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.049976] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.050232] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.050505] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.050769] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.051005] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.051867] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.052161] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.052446] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.052705] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.052986] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.053278] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.053516] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.053779] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.054027] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.054278] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.054564] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.054818] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.055104] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.055386] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.055453] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.055722] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.056011] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.056296] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.056543] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.056838] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.057112] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.057397] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.057660] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.057945] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.058228] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.058505] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.058804] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.059060] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.059305] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.059543] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.059803] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.060065] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.060354] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.060641] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.060873] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.061157] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.061447] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.061679] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.061932] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.062218] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.062470] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.062706] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-12T20:36:04.062955] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.063184] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.063412] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.063690] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.063968] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.064200] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.064481] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.064761] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.065039] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.065318] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.065604] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.065855] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-12T20:36:04.066137] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.066371] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.066450] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-12T20:36:04.066677] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.066907] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.067187] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.067439] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.067721] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.067950] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-12T20:36:04.068192] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.068439] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.068674] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.068908] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.069186] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.069436] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.069662] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-12T20:36:04.069988] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.070310] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-12T20:36:04.070619] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.070906] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.071143] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.071384] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.071669] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.071915] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.072159] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.072398] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.072675] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.072953] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.073178] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.073414] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.073649] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.073894] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-12T20:36:04.074169] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-12T20:36:04.074403] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.074635] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.074702] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.074939] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.075214] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-12T20:36:04.075503] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.075792] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.076023] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.076267] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.076509] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.076810] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.077086] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.077362] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.077643] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.077889] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.078130] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-12T20:36:04.078370] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.078617] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.078866] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.079116] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.079335] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.079552] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.079817] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.080077] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.080310] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-12T20:36:04.080605] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.080834] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.081117] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-12T20:36:04.081366] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.081611] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.081882] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.082163] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.082406] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.082634] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.082915] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.083146] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.083432] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.083685] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.083926] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.084204] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.084449] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.084675] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.084948] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.085226] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.085476] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.085701] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.085929] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.086150] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.086446] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.086722] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.086996] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.087271] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.087499] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.087774] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.088016] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.088291] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-12T20:36:04.088559] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.088810] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-12T20:36:04.089053] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.089277] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.089524] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.089786] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.090064] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.090308] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-12T20:36:04.090696] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.090982] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.091263] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.091562] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.091830] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.092110] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.092391] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.092634] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.092880] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.093113] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.093403] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.093691] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.093970] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.094274] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.094550] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.094799] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.095031] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.095259] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.095499] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.095724] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.096011] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.096308] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-12T20:36:04.096600] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.096877] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.097100] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.097329] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.097554] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.097797] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.098038] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.098288] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.098536] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.098988] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-12T20:36:04.099258] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-12T20:36:04.099482] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.099880] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.100162] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.100453] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.100738] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.100963] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-12T20:36:04.101208] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.101486] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.101730] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.102001] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.102284] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.102597] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.102876] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.103123] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.103347] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.103686] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.103965] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.104191] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.104414] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.104695] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.104922] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.105163] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.105404] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.105631] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.105860] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.106089] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.106363] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.106601] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.106852] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-12T20:36:04.107097] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-12T20:36:04.107339] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.107590] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.107871] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.108104] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.108364] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.108662] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.108945] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.109181] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.109420] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.109706] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.109998] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.110288] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-12T20:36:04.110522] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.110819] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.111093] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.111331] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.111621] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.111862] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.112086] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.112367] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.112612] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.112907] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.113137] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.113378] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.113672] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-12T20:36:04.113947] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.114189] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.114427] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.114711] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.114984] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.115207] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.115483] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.115757] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.116034] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.116257] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.116553] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.116861] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.117136] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.117377] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.117639] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.117883] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.118161] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.118403] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.118681] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-12T20:36:04.118912] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-12T20:36:04.119184] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.119433] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.119659] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.119961] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.120237] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.120486] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.120764] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-12T20:36:04.121012] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-12T20:36:04.121288] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-12T20:36:04.121519] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.121811] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.122061] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.122304] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.122527] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.122774] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.123030] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.123261] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.123501] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.123745] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.124027] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.124301] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.124590] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.124817] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.125039] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.125319] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.125542] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.125798] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-12T20:36:04.126071] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.126329] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.126589] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.126816] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.127059] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.127340] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.127592] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.127819] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.128093] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.128329] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.128627] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.128865] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.129092] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.129331] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.129560] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.129806] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.130034] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.130286] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.130597] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.130843] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.131105] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.131342] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.131642] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.131931] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-12T20:36:04.131997] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.132263] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.132488] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.132740] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.132965] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.133192] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.133473] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.133755] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.133983] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.134253] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.134544] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.134845] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.135085] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.135362] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.135601] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.135828] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.136056] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.136281] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.136554] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.136801] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.137081] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.137321] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.137542] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.137801] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.138054] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.138300] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.138589] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.138831] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.139064] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.139294] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.139590] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.139865] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.140171] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-12T20:36:04.140402] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-12T20:36:04.140646] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.140889] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.141120] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-12T20:36:04.141409] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.141659] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.141937] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.142212] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.142462] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.142741] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.143021] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.143263] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.143549] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.143869] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.144104] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.144385] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.144667] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.144894] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.145117] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.145401] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.145693] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.145969] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.146241] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.146465] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.146697] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.146977] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.147202] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.147446] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.147681] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.147911] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.148162] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.148390] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.148622] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.148865] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.149159] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.149434] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.149677] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.149971] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.150254] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.150519] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.150763] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.150992] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.151260] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.151495] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.151721] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.151969] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-12T20:36:04.152219] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.152506] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.152750] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.152977] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.153270] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.153549] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.153797] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.154022] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-12T20:36:04.154251] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.154477] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.154721] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.155002] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.155235] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.155522] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.155771] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.155998] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-12T20:36:04.156223] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-12T20:36:04.156504] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.156768] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.156994] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.157234] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.157518] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.157816] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.158091] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.158323] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.158635] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.158910] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.159137] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.159364] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.159644] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.159868] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.160132] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.160446] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.160747] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.161029] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.161315] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.161596] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.161881] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.162126] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.162371] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.162619] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.162856] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-12T20:36:04.163135] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.163431] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.163717] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.164002] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.164281] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.164595] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.164855] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.165140] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.165418] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-12T20:36:04.165663] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-12T20:36:04.165895] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.166178] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.166417] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.166654] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.166884] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-12T20:36:04.167119] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.167398] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.167646] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.167934] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.168171] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.168451] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.168731] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.169012] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.169263] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.169514] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.169788] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.170072] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.170304] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.170566] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.170861] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.171105] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.171344] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.171641] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.171915] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-12T20:36:04.172192] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.172469] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.172705] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.172930] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.173173] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.173453] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.173739] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-12T20:36:04.174015] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.174240] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-12T20:36:04.174465] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.174747] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.174990] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.175213] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.175487] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.175719] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.175994] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.176217] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.176288] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.176540] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.176814] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.177090] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-12T20:36:04.177363] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.177642] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.177874] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-12T20:36:04.178146] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.178381] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.178643] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.178922] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.179150] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.179423] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.179646] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.179871] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.180143] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.180437] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.180672] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.180947] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.181198] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.181484] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.181711] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.181985] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.182215] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.182440] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.182716] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.182943] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.183189] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.183467] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.183702] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.183929] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.184212] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.184444] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.184672] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.184946] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.185220] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.185288] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.185536] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.185787] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.186013] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.186300] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.186599] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-12T20:36:04.186840] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.187074] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.187299] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.187532] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.187798] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-12T20:36:04.188076] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.188360] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.188611] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-12T20:36:04.188835] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.189106] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.189334] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.189597] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.189872] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.190127] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.190354] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.190630] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.190878] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.191153] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.191403] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.191647] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.191929] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.192162] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.192394] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.192665] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.192894] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.193125] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.193398] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.193673] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.193918] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.194146] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.194418] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.194645] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.194918] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.195151] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.195393] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.195617] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.195866] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-12T20:36:04.196096] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.196340] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.196621] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.196865] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.197143] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.197384] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.197628] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.197902] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.198145] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.198436] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.198723] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.198949] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.199221] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.199503] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.199764] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.200050] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.200341] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.200598] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.200880] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.201158] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.201388] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.201625] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.201860] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.202147] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-12T20:36:04.202377] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.202669] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.202919] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-12T20:36:04.203195] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.203444] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.203712] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.203973] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.204256] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-12T20:36:04.204532] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.204833] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.205084] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-12T20:36:04.205444] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-12T20:36:04.205790] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.206055] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.206311] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.206600] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.206845] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.207099] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.207328] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.207609] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.207843] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-12T20:36:04.208092] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.208341] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.208631] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.208865] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-12T20:36:04.209096] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.209393] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.209639] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.209948] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.210233] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.210510] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.210805] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.211036] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-12T20:36:04.211320] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-12T20:36:04.211566] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.211871] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.212098] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-12T20:36:04.212342] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.212620] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-12T20:36:04.212847] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.213137] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.213421] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.213666] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.213914] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-12T20:36:04.214195] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.214423] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.214706] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-12T20:36:04.214936] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.215183] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-12T20:36:04.215458] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.215685] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.215963] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-12T20:36:04.216241] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.216493] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-12T20:36:04.216775] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.217022] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.217249] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-12T20:36:04.217510] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.217779] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-12T20:36:04.218061] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-12T20:36:04.218353] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-12T20:36:04.218619] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-12T20:36:04.218869] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.219111] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-12T20:36:04.219339] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-12T20:36:04.219621] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-12T20:36:04.219865] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.220181] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-12T20:36:04.220473] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-12T20:36:04.220707] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-12T20:36:04.220986] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-12T20:36:04.221264] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-12T20:36:04.222029] [INFO ] [LOCAL     ] Saved consolidated report: 3595 forecasts -> ./output/forecasts/full/2025-12-15.txt
[2025-12-12T20:36:04.222072] [INFO ] [sig       ] [44/44] Successfully generated report for 2025-12-15: 3595 entries
[2025-12-12T20:36:04.222102] [INFO ] [sig       ] ==================================================
[2025-12-12T20:36:04.222144] [INFO ] [sig       ] Report generation complete: 44/44 reports succeeded
[2025-12-12T20:36:05.119424] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-12T20:36:05.119666] [INFO ] [sig       ] Email notification sent
[2025-12-12T20:36:05.120319] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-12T20:36:05.120477] [INFO ] [STATE     ] Last completion updated: 2025-12-12T20:36:05.120379